User Inputs

output.var = params$output.var 

transform.abs = FALSE
log.pred = params$log.pred
norm.pred = FALSE
algo.forward.caret = params$algo.forward.caret
algo.backward.caret = params$algo.backward.caret
algo.stepwise.caret = params$algo.stepwise.caret
algo.LASSO.caret = params$algo.LASSO.caret
algo.LARS.caret = params$algo.LARS.caret
message("Parameters used for training/prediction: ")
## Parameters used for training/prediction:
str(params)
## List of 7
##  $ output.var         : chr "y3"
##  $ log.pred           : logi TRUE
##  $ algo.forward.caret : logi FALSE
##  $ algo.backward.caret: logi FALSE
##  $ algo.stepwise.caret: logi FALSE
##  $ algo.LASSO.caret   : logi TRUE
##  $ algo.LARS.caret    : logi TRUE
# Setup Labels
output.var.tr = if (log.pred == TRUE)  paste0(output.var,'.log') else  output.var.tr = output.var

Loading Data

feat  = read.csv('../../Data/features_highprec.csv')
labels = read.csv('../../Data/labels.csv')
predictors = names(dplyr::select(feat,-JobName))
data.ori = inner_join(feat,labels,by='JobName')
#data.ori = inner_join(feat,select_at(labels,c('JobName',output.var)),by='JobName')

Data validation

cc  = complete.cases(data.ori)
data.notComplete = data.ori[! cc,]
data = data.ori[cc,] %>% select_at(c(predictors,output.var,'JobName'))
message('Original cases: ',nrow(data.ori))
## Original cases: 10000
message('Non-Complete cases: ',nrow(data.notComplete))
## Non-Complete cases: 3020
message('Complete cases: ',nrow(data))
## Complete cases: 6980
summary(dplyr::select_at(data,c('JobName',output.var)))
##       JobName           y3        
##  Job_00001:   1   Min.   : 95.91  
##  Job_00002:   1   1st Qu.:118.29  
##  Job_00003:   1   Median :124.03  
##  Job_00004:   1   Mean   :125.40  
##  Job_00007:   1   3rd Qu.:131.06  
##  Job_00008:   1   Max.   :193.73  
##  (Other)  :6974

Output Variable

The Output Variable y3 shows right skewness, so will proceed with a log transformation

Histogram

df=gather(select_at(data,output.var))
ggplot(df, aes(x=value)) + 
  geom_histogram(aes(y=..density..),bins = 50,fill='light blue') + 
  geom_density() 

  #stat_function(fun = dnorm, n = 100, args = list(mean = mean(df$value), sd = sd(df$value)))  

QQPlot

ggplot(gather(select_at(data,output.var)), aes(sample=value)) + 
  stat_qq() + 
  facet_wrap(~key, scales = 'free',ncol=4)

Trasformation of Output Variable from y3 to y3.log

if(log.pred==TRUE) data[[output.var.tr]] = log(data[[output.var]],10) else
  data[[output.var.tr]] = data[[output.var]]
df=gather(select_at(data,c(output.var,output.var.tr)))
ggplot(df, aes(value)) + 
  geom_histogram(aes(y=..density..),bins = 50,fill='light blue') + 
  geom_density() + 
  # stat_function(fun = dnorm, n = 100, args = list(mean = mean(df$value), sd = sd(df$value)))  
  facet_wrap(~key, scales = 'free',ncol=2)

ggplot(gather(select_at(data,c(output.var,output.var.tr))), aes(sample=value)) + 
  stat_qq() + 
  facet_wrap(~key, scales = 'free',ncol=4)

Best Normalizator y3

Normalization of y3 using bestNormalize package. (suggested orderNorm) This is cool, but I think is too far for the objective of the project

t=bestNormalize::bestNormalize(data[[output.var]])
t
## Best Normalizing transformation with 6980 Observations
##  Estimated Normality Statistics (Pearson P / df, lower => more normal):
##  - No transform: 2.8876 
##  - Box-Cox: 1.4283 
##  - Log_b(x+a): 1.9294 
##  - sqrt(x+a): 2.3787 
##  - exp(x): 748.8914 
##  - arcsinh(x): 1.9294 
##  - Yeo-Johnson: 1.1537 
##  - orderNorm: 1.0789 
## Estimation method: Out-of-sample via CV with 10 folds and 5 repeats
##  
## Based off these, bestNormalize chose:
## orderNorm Transformation with 6980 nonmissing obs and no ties 
##  - Original quantiles:
##      0%     25%     50%     75%    100% 
##  95.913 118.289 124.030 131.059 193.726
qqnorm(data[[output.var]])

qqnorm(predict(t))

orderNorm() is a rank-based procedure by which the values of a vector are mapped to their percentile, which is then mapped to the same percentile of the normal distribution. Without the presence of ties, this essentially guarantees that the transformation leads to a uniform distribution

Predictors

All predictors show a Fat-Tail situation, where the two tails are very tall, and a low distribution around the mean. The orderNorm transformation can help (see [Best Normalizator] section)

Interesting Predictors

Histograms

cols = c('x11','x18','stat98','x7','stat110')
df=gather(select_at(data,cols))
ggplot(df, aes(value)) + 
  geom_histogram(aes(y=..density..),bins = 50,fill='light blue') + 
  geom_density() + 
  # stat_function(fun = dnorm, n = 100, args = list(mean = mean(df$value), sd = sd(df$value)))  
  facet_wrap(~key, scales = 'free',ncol=3)

# ggplot(gather(select_at(data,cols)), aes(sample=value)) + 
#   stat_qq()+
#   facet_wrap(~key, scales = 'free',ncol=2)

lapply(select_at(data,cols),summary)
## $x11
##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
## 9.000e-08 9.494e-08 1.001e-07 1.001e-07 1.052e-07 1.100e-07 
## 
## $x18
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   1.500   3.147   4.769   4.772   6.418   7.999 
## 
## $stat98
##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
## -2.998619 -1.551882 -0.015993 -0.005946  1.528405  2.999499 
## 
## $x7
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   0.700   1.266   1.854   1.852   2.446   3.000 
## 
## $stat110
##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
## -2.999543 -1.496865 -0.002193 -0.004129  1.504273  2.999563

Scatter plot vs. output variable **y3.log

d = gather(dplyr::select_at(data,c(cols,output.var.tr)),key=target,value=value,-!!output.var.tr)
ggplot(data=d, aes_string(x='value',y=output.var.tr)) + 
  geom_point(color='light green',alpha=0.5) + 
  geom_smooth() + 
  facet_wrap(~target, scales = 'free',ncol=3)
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'

All Predictors

Histograms

All indicators have a strong indication of Fat-Tails

df=gather(select_at(data,predictors))
ggplot(df, aes(value)) + 
  geom_histogram(aes(y=..density..),bins = 50,fill='light blue') + 
  geom_density() + 
  # stat_function(fun = dnorm, n = 100, args = list(mean = mean(df$value), sd = sd(df$value)))  
  facet_wrap(~key, scales = 'free',ncol=4)

Correlations

With Output Variable

#chart.Correlation(select(data,-JobName),  pch=21)
t=as.data.frame(round(cor(dplyr::select(data,-one_of(output.var.tr,'JobName'))
                          ,select_at(data,output.var.tr)),4))  %>%
  rownames_to_column(var='variable') %>% filter(variable != !!output.var) %>% arrange(-y3.log)
#DT::datatable(t)
message("Top Positive")
## Top Positive
kable(head(arrange(t,desc(y3.log)),20))
variable y3.log
x18 0.3120
x7 0.2091
stat98 0.1784
x9 0.1127
x17 0.0611
x16 0.0489
x10 0.0472
x21 0.0412
x11 0.0322
x8 0.0318
stat156 0.0287
stat23 0.0234
stat100 0.0206
stat144 0.0203
stat59 0.0202
stat60 0.0199
stat195 0.0199
stat141 0.0194
stat73 0.0192
stat197 0.0185
message("Top Negative")
## Top Negative
kable(head(arrange(t,y3.log),20))
variable y3.log
stat110 -0.1594
x4 -0.0603
stat13 -0.0345
stat41 -0.0345
stat14 -0.0317
stat149 -0.0309
stat113 -0.0279
stat4 -0.0248
stat106 -0.0236
stat146 -0.0236
stat186 -0.0217
stat91 -0.0210
stat214 -0.0209
stat5 -0.0207
stat22 -0.0202
stat39 -0.0202
stat175 -0.0194
stat187 -0.0193
stat128 -0.0192
stat37 -0.0191

Between All Variables

#chart.Correlation(select(data,-JobName),  pch=21)
t=as.data.frame(round(cor(dplyr::select(data,-one_of('JobName'))),4))
#DT::datatable(t,options=list(scrollX=T))
message("Showing only 10 variables")
## Showing only 10 variables
kable(t[1:10,1:10])
x1 x2 x3 x4 x5 x6 x7 x8 x9 x10
x1 1.0000 0.0034 -0.0028 0.0085 0.0068 0.0159 0.0264 -0.0012 0.0142 0.0013
x2 0.0034 1.0000 -0.0057 0.0004 -0.0094 -0.0101 0.0089 0.0078 0.0049 -0.0214
x3 -0.0028 -0.0057 1.0000 0.0029 0.0046 0.0006 -0.0105 -0.0002 0.0167 -0.0137
x4 0.0085 0.0004 0.0029 1.0000 -0.0059 0.0104 0.0098 0.0053 0.0061 -0.0023
x5 0.0068 -0.0094 0.0046 -0.0059 1.0000 0.0016 -0.0027 0.0081 0.0259 -0.0081
x6 0.0159 -0.0101 0.0006 0.0104 0.0016 1.0000 0.0200 -0.0157 0.0117 -0.0072
x7 0.0264 0.0089 -0.0105 0.0098 -0.0027 0.0200 1.0000 -0.0018 -0.0069 -0.0221
x8 -0.0012 0.0078 -0.0002 0.0053 0.0081 -0.0157 -0.0018 1.0000 0.0142 -0.0004
x9 0.0142 0.0049 0.0167 0.0061 0.0259 0.0117 -0.0069 0.0142 1.0000 0.0149
x10 0.0013 -0.0214 -0.0137 -0.0023 -0.0081 -0.0072 -0.0221 -0.0004 0.0149 1.0000

Scatter Plots with Output Variable

Scatter plots with all predictors and the output variable (y3.log)

d = gather(dplyr::select_at(data,c(predictors,output.var.tr)),key=target,value=value,-!!output.var.tr)
ggplot(data=d, aes_string(x='value',y=output.var.tr)) + 
  geom_point(color='light blue',alpha=0.5) + 
  geom_smooth() + 
  facet_wrap(~target, scales = 'free',ncol=4)
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'

Multicollinearity - VIF

No Multicollinearity among predictors

Showing Top predictor by VIF Value

vifDF = usdm::vif(select_at(data,predictors)) %>% arrange(desc(VIF))
head(vifDF,15)
##    Variables      VIF
## 1    stat174 1.061706
## 2     stat14 1.061026
## 3    stat150 1.060698
## 4    stat215 1.060125
## 5    stat147 1.060090
## 6    stat149 1.059782
## 7    stat204 1.059710
## 8    stat135 1.058849
## 9    stat142 1.058514
## 10   stat164 1.058307
## 11    stat52 1.057999
## 12   stat154 1.057888
## 13    stat70 1.057870
## 14        x7 1.057864
## 15   stat129 1.057610

Feature Eng

  • Square Root transformation for x18
data.tr=data %>%
  mutate(x18.sqrt = sqrt(x18)) 
cols=c('x18','x18.sqrt')

Comparing Pre and Post Transformation Density Plots

# ggplot(gather(select_at(data.tr,cols)), aes(value)) + 
#   geom_histogram(aes(y=..density..),bins = 50,fill='light blue') + 
#   geom_density() + 
#   facet_wrap(~key, scales = 'free',ncol=4)

d = gather(dplyr::select_at(data.tr,c(cols,output.var.tr)),key=target,value=value,-!!output.var.tr)
ggplot(data=d, aes_string(x='value',y=output.var.tr)) + 
  geom_point(color='light blue',alpha=0.5) + 
  geom_smooth() + 
  facet_wrap(~target, scales = 'free',ncol=4)
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'

#removing unwanted variables
data.tr=data.tr %>%
  dplyr::select_at(names(data.tr)[! names(data.tr) %in% c('x18','y3','JobName')])

data=data.tr
label.names=output.var.tr

Modeling

PCA

fullInteraction=TRUE
pca.vars  = names(data)
pca.vars = pca.vars[!pca.vars %in% label.names]

if(fullInteraction){
  pca.formula =as.formula(paste0('~(',paste0(pca.vars, collapse ='+'),')^2'))
  pca.model = prcomp(formula=pca.formula,data=data[,pca.vars],center=T,scale.=T,retx = T)
  saveRDS(pca.model,'pca.model.rds')
} else {
  pca.model =  prcomp(x=data[,pca.vars],center=T,scale.=T,retx = T)
}
targetCumVar = .8

pca.model$var = pca.model$sdev ^ 2 #eigenvalues
pca.model$pvar = pca.model$var / sum(pca.model$var)
pca.model$cumpvar = cumsum(pca.model$pvar )
pca.model$pcaSel = pca.model$cumpvar<=targetCumVar
pca.model$pcaSelCount = sum(pca.model$pcaSel)
pca.model$pcaSelTotVar = sum(pca.model$pvar[pca.model$pcaSel])
message(pca.model$pcaSelCount, " PCAs justify ",percent(targetCumVar)," of the total Variance. (",percent(pca.model$pcaSelTotVar),")")
## 3834 PCAs justify 80.0% of the total Variance. (80.0%)
plot(pca.model$var,xlab="Principal component", ylab="Proportion of variance explained",   type='b')

plot(cumsum(pca.model$pvar ),xlab="Principal component", ylab="Cumulative Proportion of variance explained", ylim=c(0,1), type='b')

screeplot(pca.model,npcs = pca.model$pcaSelCount)

screeplot(pca.model,npcs = pca.model$pcaSelCount,type='lines')

#summary(pca.model)
#pca.model$rotation
#creating dataset
data.pca = dplyr::select(data,!!label.names) %>% 
  dplyr::bind_cols(dplyr::select(as.data.frame(pca.model$x)
                                 ,!!colnames(pca.model$rotation)[pca.model$pcaSel])
  )
predictors.pca = pca.model$var

Scatter Plots with PCA variables

Scatter plots with all PCA Variabes and the output variable (y3.log)

# d = gather(dplyr::select_at(data.pca,c(predictors,output.var.tr)),key=target,value=value,-!!output.var.tr)
# ggplot(data=d, aes_string(x='value',y=output.var.tr)) + 
#   geom_point(color='light blue',alpha=0.5) + 
#   geom_smooth() + 
#  facet_wrap(~target, scales = 'free',ncol=4)

Train Test Split

data.pca = data.pca[sample(nrow(data.pca)),] # randomly shuffle data
split = sample.split(data.pca[,label.names], SplitRatio = 0.8)

data.train = subset(data.pca, split == TRUE)
data.test = subset(data.pca, split == FALSE)

Common Functions

plot.diagnostics <-  function(model, train) {
  plot(model)
  
  residuals = resid(model) # Plotted above in plot(lm.out)
  r.standard = rstandard(model)
  r.student = rstudent(model)
  
  df = data.frame(x=predict(model,train),y=r.student)
  p=ggplot(data=df,aes(x=x,y=y)) +
    geom_point(color='blue',alpha=0.5,shape=20,size=2) +
    geom_hline(yintercept = 0,size=1)+
    ylab("Student Residuals") +
    xlab("Predicted Values")+
    ggtitle("Student Residual Plot")
  plot(p)
  
  df = data.frame(x=predict(model,train),y=r.standard)
  p=ggplot(data=df,aes(x=x,y=y)) +
    geom_point(color='blue',alpha=0.5,shape=20,size=2) +
    geom_hline(yintercept = c(-2,0,2),size=1)+
    ylab("Student Residuals") +
    xlab("Predicted Values")+
    ggtitle("Student Residual Plot")
  plot(p)
  # Histogram
  df=data.frame(r.student)
  p=ggplot(data=df,aes(r.student)) +
    geom_histogram(aes(y=..density..),bins = 50,fill='blue',alpha=0.6) + 
    stat_function(fun = dnorm, n = 100, args = list(mean = 0, sd = 1)) +
    ylab("Density")+
    xlab("Studentized Residuals")+
    ggtitle("Distribution of Studentized Residuals")
  plot(p)
  # http://www.stat.columbia.edu/~martin/W2024/R7.pdf
  # Influential plots
  inf.meas = influence.measures(model)
  # print (summary(inf.meas)) # too much data
  
  # Leverage plot
  lev = hat(model.matrix(model))
  df=tibble::rownames_to_column(as.data.frame(lev),'id')
  p=ggplot(data=df,aes(x=as.numeric(id),y=lev)) +
    geom_point(color='blue',alpha=0.5,shape=20,size=2) +
    ylab('Leverage - check') + 
    xlab('Index')
  plot(p)
  # Cook's Distance
  cd = cooks.distance(model)
  df=tibble::rownames_to_column(as.data.frame(cd),'id')
  p=ggplot(data=df,aes(x=as.numeric(id),y=cd)) +
    geom_point(color='blue',alpha=0.5,shape=20,size=2) +
    geom_text(data=filter(df,cd>15/nrow(train)),aes(label=id),check_overlap=T,size=3,vjust=-.5)+
    ylab('Cooks distances') + 
    geom_hline(yintercept = c(4/nrow(train),0),size=1)+
    xlab('Index')
  plot(p)
  print (paste("Number of data points that have Cook's D > 4/n: ", length(cd[cd > 4/nrow(train)]), sep = "")) 
  print (paste("Number of data points that have Cook's D > 1: ", length(cd[cd > 1]), sep = "")) 
  return(cd)
}

# function to set up random seeds
# Based on http://jaehyeon-kim.github.io/2015/05/Setup-Random-Seeds-on-Caret-Package.html 
setCaretSeeds <- function(method = "cv", numbers = 1, repeats = 1, tunes = NULL, seed = 1701) {
  #B is the number of resamples and integer vector of M (numbers + tune length if any)
  B <- if (method == "cv") numbers
  else if(method == "repeatedcv") numbers * repeats
  else NULL
  if(is.null(length)) {
    seeds <- NULL
  } else {
    set.seed(seed = seed)
    seeds <- vector(mode = "list", length = B)
    seeds <- lapply(seeds, function(x) sample.int(n = 1000000
                                                  , size = numbers + ifelse(is.null(tunes), 0, tunes)))
    seeds[[length(seeds) + 1]] <- sample.int(n = 1000000, size = 1)
  }
  # return seeds
  seeds
}



train.caret.glmselect = function(formula, data, method
                                 ,subopt = NULL, feature.names
                                 , train.control = NULL, tune.grid = NULL, pre.proc = NULL){
  
  if(is.null(train.control)){
    train.control <- trainControl(method = "cv"
                              ,number = 10
                              ,seeds = setCaretSeeds(method = "cv"
                                                     , numbers = 10
                                                     , seed = 1701)
                              ,search = "grid"
                              ,verboseIter = TRUE
                              ,allowParallel = TRUE
                              )
  }
  
  if(is.null(tune.grid)){
    if (method == 'leapForward' | method == 'leapBackward' | method == 'leapSeq'){
      tune.grid = data.frame(nvmax = 1:length(feature.names))
    }
    if (method == 'glmnet' && subopt == 'LASSO'){
      # Will only show 1 Lambda value during training, but that is OK
      # https://stackoverflow.com/questions/47526544/why-need-to-tune-lambda-with-carettrain-method-glmnet-and-cv-glmnet
      # Another option for LASSO is this: https://github.com/topepo/caret/blob/master/RegressionTests/Code/lasso.R
      lambda = 10^seq(-2,0, length =100)
      alpha = c(1)
      tune.grid = expand.grid(alpha = alpha,lambda = lambda)
    }
    if (method == 'lars'){
      # https://github.com/topepo/caret/blob/master/RegressionTests/Code/lars.R
      fraction = seq(0, 1, length = 100)
      tune.grid = expand.grid(fraction = fraction)
      pre.proc = c("center", "scale") 
    }
  }
  
  # http://sshaikh.org/2015/05/06/parallelize-machine-learning-in-r-with-multi-core-cpus/
  cl <- makeCluster(ceiling(detectCores()*0.90)) # use 75% of cores only, leave rest for other tasks
  registerDoParallel(cl)

  set.seed(1) 
  # note that the seed has to actually be set just before this function is called
  # settign is above just not ensure reproducibility for some reason
  model.caret <- caret::train(formula
                              , data = data
                              , method = method
                              , tuneGrid = tune.grid
                              , trControl = train.control
                              , preProc = pre.proc
                              )
  
  stopCluster(cl)
  registerDoSEQ() # register sequential engine in case you are not using this function anymore
  
  if (method == 'leapForward' | method == 'leapBackward' | method == 'leapSeq'){
    print("All models results")
    print(model.caret$results) # all model results
    print("Best Model")
    print(model.caret$bestTune) # best model
    model = model.caret$finalModel

    # Metrics Plot 
    dataPlot = model.caret$results %>%
      gather(key='metric',value='value',-nvmax) %>%
      dplyr::filter(metric %in% c('MAE','RMSE','Rsquared'))
    metricsPlot = ggplot(data=dataPlot,aes(x=nvmax,y=value) ) +
      geom_line(color='lightblue4') +
      geom_point(color='blue',alpha=0.7,size=.9) +
      facet_wrap(~metric,ncol=2,scales='free_y')+
      theme_light()
    plot(metricsPlot)
    
    # Residuals Plot
    # leap function does not support studentized residuals
    dataPlot=data.frame(pred=predict(model.caret,data),res=resid(model.caret))
    residPlot = ggplot(dataPlot,aes(x=pred,y=res)) +
      geom_point(color='light blue',alpha=0.7) +
      geom_smooth(method="lm")+
      theme_light()
    plot(residPlot)
   
    residHistogram = ggplot(dataPlot,aes(x=res)) +
      geom_histogram(aes(y=..density..),fill='light blue',alpha=1) +
      #geom_density(color='lightblue4') + 
      stat_function(fun = dnorm, n = 100, args = list(mean = mean(dataPlot$res)
                                                       , sd = sd(dataPlot$res)),color='lightblue4')  
      theme_light()
    plot(residHistogram)
    id = rownames(model.caret$bestTune)    
    # Provides the coefficients of the best model
    # regsubsets doens return a full model (see documentation of regsubset), so we need to recalcualte themodel
    # https://stackoverflow.com/questions/13063762/how-to-obtain-a-lm-object-from-regsubsets
    print("Coefficients of final model:")
    coefs <- coef(model, id=id)
    #calculate the model to the the coef intervals
    nams <- names(coefs)
    nams <- nams[!nams %in% "(Intercept)"]
    response <-  as.character(formula[[2]])
    form <- as.formula(paste(response, paste(nams, collapse = " + "), sep = " ~ "))
    mod <- lm(form, data = data)
    #coefs
    #coef(mod)
    print(car::Confint(mod))
    return(list(model = model,id = id, residPlot = residPlot, residHistogram=residHistogram
                ,modelLM=mod))
  }
  if (method == 'glmnet' && subopt == 'LASSO'){
    print(model.caret)
    print(plot(model.caret))
    print(model.caret$bestTune)
    
    print(model.caret$results)
    model=model.caret$finalModel
    # Metrics Plot 
    dataPlot = model.caret$results %>%
      gather(key='metric',value='value',-lambda) %>%
      dplyr::filter(metric %in% c('MAE','RMSE','Rsquared'))
    metricsPlot = ggplot(data=dataPlot,aes(x=lambda,y=value) ) +
      geom_line(color='lightblue4') +
      geom_point(color='blue',alpha=0.7,size=.9) +
      facet_wrap(~metric,ncol=2,scales='free_y')+
      theme_light()
    plot(metricsPlot)
    
    # Residuals Plot 
    dataPlot=data.frame(pred=predict(model.caret,data),res=resid(model.caret))
    residPlot = ggplot(dataPlot,aes(x=pred,y=res)) +
      geom_point(color='light blue',alpha=0.7) +
      geom_smooth(method="lm")+
      theme_light()
    plot(residPlot)

    residHistogram = ggplot(dataPlot,aes(x=res)) +
      geom_histogram(aes(y=..density..),fill='light blue',alpha=1) +
      #geom_density(color='lightblue4') +
      stat_function(fun = dnorm, n = 100, args = list(mean = mean(dataPlot$res)
                                                       , sd = sd(dataPlot$res)),color='lightblue4')  
      theme_light()
    plot(residHistogram)
    
    print("Coefficients") 
    #no interval for glmnet: https://stackoverflow.com/questions/39750965/confidence-intervals-for-ridge-regression
    t=coef(model,s=model.caret$bestTune$lambda)
    model.coef = t[which(t[,1]!=0),]
    print(as.data.frame(model.coef))
    id = NULL # not really needed but added for consistency
    return(list(model = model.caret,id = id, residPlot = residPlot, metricsPlot=metricsPlot ))
  }
  if (method == 'lars'){
    print(model.caret)
    print(plot(model.caret))
    print(model.caret$bestTune)
    
    # Metrics Plot
    dataPlot = model.caret$results %>%
        gather(key='metric',value='value',-fraction) %>%
      dplyr::filter(metric %in% c('MAE','RMSE','Rsquared'))
    metricsPlot = ggplot(data=dataPlot,aes(x=fraction,y=value) ) +
      geom_line(color='lightblue4') +
      geom_point(color='blue',alpha=0.7,size=.9) +
      facet_wrap(~metric,ncol=2,scales='free_y')+
      theme_light()
    plot(metricsPlot)
    
    # Residuals Plot
    dataPlot=data.frame(pred=predict(model.caret,data),res=resid(model.caret))
    residPlot = ggplot(dataPlot,aes(x=pred,y=res)) +
      geom_point(color='light blue',alpha=0.7) +
      geom_smooth(method="lm")+
      theme_light()
    plot(residPlot)

    residHistogram = ggplot(dataPlot,aes(x=res)) +
      geom_histogram(aes(y=..density..),fill='light blue',alpha=1) +
      #geom_density(color='lightblue4') + 
      stat_function(fun = dnorm, n = 100, args = list(mean = mean(dataPlot$res)
                                                       , sd = sd(dataPlot$res)),color='lightblue4')  
      theme_light()
    plot(residHistogram)
    
    print("Coefficients") 
    t=coef(model.caret$finalModel,s=model.caret$bestTune$fraction,mode='fraction')
    model.coef = t[which(t!=0)]
    print(model.coef)
    id = NULL # not really needed but added for consistency
    return(list(model = model.caret,id = id, residPlot = residPlot, residHistogram=residHistogram))
  }
}

# https://stackoverflow.com/questions/48265743/linear-model-subset-selection-goodness-of-fit-with-k-fold-cross-validation
# changed slightly since call[[2]] was just returning "formula" without actually returnign the value in formula
predict.regsubsets <- function(object, newdata, id, formula, ...) {
    #form <- as.formula(object$call[[2]])
    mat <- model.matrix(formula, newdata) # adds intercept and expands any interaction terms
    coefi <- coef(object, id = id)
    xvars <- names(coefi)
    return(mat[,xvars]%*%coefi)
}
  

test.model = function(model, test, level=0.95
                      ,draw.limits = FALSE, good = 0.1, ok = 0.15
                      ,method = NULL, subopt = NULL
                      ,id = NULL, formula, feature.names, label.names
                      ,transformation = NULL){
  ## if using caret for glm select equivalent functionality, 
  ## need to pass formula (full is ok as it will select subset of variables from there)
  if (is.null(method)){
    pred = predict(model, newdata=test, interval="confidence", level = level) 
  }
  else if (method == 'leapForward' | method == 'leapBackward' | method == 'leapSeq'){
    pred = predict.regsubsets(model, newdata = test, id = id, formula = formula)
  }
  else if (method == 'glmnet' && subopt == 'LASSO'){
    xtest = as.matrix(test[,feature.names]) 
    pred=as.data.frame(predict(model, xtest))
  }
  else if (method == 'lars'){
    pred=as.data.frame(predict(model, newdata = test))
  }
    
  # Summary of predicted values
  print ("Summary of predicted values: ")
  print(summary(pred[,1]))

  test.mse = mean((test[,label.names]-pred[,1])^2)
  print (paste(method, subopt, "Test MSE:", test.mse, sep=" "))
  
  test.rmse = sqrt(test.mse)
  print (paste(method, subopt, "Test RMSE:", test.rmse, sep=" "))
  
  if(log.pred == TRUE || norm.pred == TRUE){
    # plot transformewd comparison first
    df=data.frame(x=test[,label.names],y=pred[,1])
    ggplot(df,aes(x=x,y=y)) +
      geom_point(color='blue',alpha=0.5,shape=20,size=2) +
      geom_abline(slope=1,intercept=0,color='black',size=1) +
      #scale_y_continuous(limits=c(min(df),max(df)))+
      xlab("Actual (Transformed)")+
      ylab("Predicted (Transformed)")
  }
    
  if (log.pred == FALSE && norm.pred == FALSE){
    x = test[,label.names]
    y = pred[,1]
  }
  if (log.pred == TRUE){
    x = 10^test[,label.names]
    y = 10^pred[,1]
    # x = (test[,label.names])^3
    # y = (pred[,1])^3
  }
  if (norm.pred == TRUE){
    x = predict(transformation, test[,label.names], inverse = TRUE)
    y = predict(transformation, pred[,1], inverse = TRUE)
  }

  test.mse = mean((x-y)^2)
  print (paste(method, subopt, "Test MSE (Org Scale):", test.mse, sep=" "))
  
  test.rmse = sqrt(test.mse)
  print (paste(method, subopt, "Test RMSE (Org Scale):", test.rmse, sep=" "))

  df=data.frame(x,y)
  ggplot(df,aes(x,y)) +
    geom_point(color='blue',alpha=0.5,shape=20,size=2) +
    geom_abline(slope=c(1+good,1-good,1+ok,1-ok)
                ,intercept=rep(0,4),color=c('dark green','dark green','dark red','dark red'),size=1,alpha=0.8) +
    #scale_y_continuous(limits=c(min(df),max(df)))+
    xlab("Actual")+
    ylab("Predicted")
    
 
}

Setup Formulae

n <- names(data.train)
 formula <- as.formula(paste(paste(n[n %in% label.names], collapse = " + ")
                             ," ~", paste(n[!n %in% label.names], collapse = " + "))) 

grand.mean.formula = as.formula(paste(paste(n[n %in% label.names], collapse = " + ")," ~ 1"))

print(formula)
## y3.log ~ PC1 + PC2 + PC3 + PC4 + PC5 + PC6 + PC7 + PC8 + PC9 + 
##     PC10 + PC11 + PC12 + PC13 + PC14 + PC15 + PC16 + PC17 + PC18 + 
##     PC19 + PC20 + PC21 + PC22 + PC23 + PC24 + PC25 + PC26 + PC27 + 
##     PC28 + PC29 + PC30 + PC31 + PC32 + PC33 + PC34 + PC35 + PC36 + 
##     PC37 + PC38 + PC39 + PC40 + PC41 + PC42 + PC43 + PC44 + PC45 + 
##     PC46 + PC47 + PC48 + PC49 + PC50 + PC51 + PC52 + PC53 + PC54 + 
##     PC55 + PC56 + PC57 + PC58 + PC59 + PC60 + PC61 + PC62 + PC63 + 
##     PC64 + PC65 + PC66 + PC67 + PC68 + PC69 + PC70 + PC71 + PC72 + 
##     PC73 + PC74 + PC75 + PC76 + PC77 + PC78 + PC79 + PC80 + PC81 + 
##     PC82 + PC83 + PC84 + PC85 + PC86 + PC87 + PC88 + PC89 + PC90 + 
##     PC91 + PC92 + PC93 + PC94 + PC95 + PC96 + PC97 + PC98 + PC99 + 
##     PC100 + PC101 + PC102 + PC103 + PC104 + PC105 + PC106 + PC107 + 
##     PC108 + PC109 + PC110 + PC111 + PC112 + PC113 + PC114 + PC115 + 
##     PC116 + PC117 + PC118 + PC119 + PC120 + PC121 + PC122 + PC123 + 
##     PC124 + PC125 + PC126 + PC127 + PC128 + PC129 + PC130 + PC131 + 
##     PC132 + PC133 + PC134 + PC135 + PC136 + PC137 + PC138 + PC139 + 
##     PC140 + PC141 + PC142 + PC143 + PC144 + PC145 + PC146 + PC147 + 
##     PC148 + PC149 + PC150 + PC151 + PC152 + PC153 + PC154 + PC155 + 
##     PC156 + PC157 + PC158 + PC159 + PC160 + PC161 + PC162 + PC163 + 
##     PC164 + PC165 + PC166 + PC167 + PC168 + PC169 + PC170 + PC171 + 
##     PC172 + PC173 + PC174 + PC175 + PC176 + PC177 + PC178 + PC179 + 
##     PC180 + PC181 + PC182 + PC183 + PC184 + PC185 + PC186 + PC187 + 
##     PC188 + PC189 + PC190 + PC191 + PC192 + PC193 + PC194 + PC195 + 
##     PC196 + PC197 + PC198 + PC199 + PC200 + PC201 + PC202 + PC203 + 
##     PC204 + PC205 + PC206 + PC207 + PC208 + PC209 + PC210 + PC211 + 
##     PC212 + PC213 + PC214 + PC215 + PC216 + PC217 + PC218 + PC219 + 
##     PC220 + PC221 + PC222 + PC223 + PC224 + PC225 + PC226 + PC227 + 
##     PC228 + PC229 + PC230 + PC231 + PC232 + PC233 + PC234 + PC235 + 
##     PC236 + PC237 + PC238 + PC239 + PC240 + PC241 + PC242 + PC243 + 
##     PC244 + PC245 + PC246 + PC247 + PC248 + PC249 + PC250 + PC251 + 
##     PC252 + PC253 + PC254 + PC255 + PC256 + PC257 + PC258 + PC259 + 
##     PC260 + PC261 + PC262 + PC263 + PC264 + PC265 + PC266 + PC267 + 
##     PC268 + PC269 + PC270 + PC271 + PC272 + PC273 + PC274 + PC275 + 
##     PC276 + PC277 + PC278 + PC279 + PC280 + PC281 + PC282 + PC283 + 
##     PC284 + PC285 + PC286 + PC287 + PC288 + PC289 + PC290 + PC291 + 
##     PC292 + PC293 + PC294 + PC295 + PC296 + PC297 + PC298 + PC299 + 
##     PC300 + PC301 + PC302 + PC303 + PC304 + PC305 + PC306 + PC307 + 
##     PC308 + PC309 + PC310 + PC311 + PC312 + PC313 + PC314 + PC315 + 
##     PC316 + PC317 + PC318 + PC319 + PC320 + PC321 + PC322 + PC323 + 
##     PC324 + PC325 + PC326 + PC327 + PC328 + PC329 + PC330 + PC331 + 
##     PC332 + PC333 + PC334 + PC335 + PC336 + PC337 + PC338 + PC339 + 
##     PC340 + PC341 + PC342 + PC343 + PC344 + PC345 + PC346 + PC347 + 
##     PC348 + PC349 + PC350 + PC351 + PC352 + PC353 + PC354 + PC355 + 
##     PC356 + PC357 + PC358 + PC359 + PC360 + PC361 + PC362 + PC363 + 
##     PC364 + PC365 + PC366 + PC367 + PC368 + PC369 + PC370 + PC371 + 
##     PC372 + PC373 + PC374 + PC375 + PC376 + PC377 + PC378 + PC379 + 
##     PC380 + PC381 + PC382 + PC383 + PC384 + PC385 + PC386 + PC387 + 
##     PC388 + PC389 + PC390 + PC391 + PC392 + PC393 + PC394 + PC395 + 
##     PC396 + PC397 + PC398 + PC399 + PC400 + PC401 + PC402 + PC403 + 
##     PC404 + PC405 + PC406 + PC407 + PC408 + PC409 + PC410 + PC411 + 
##     PC412 + PC413 + PC414 + PC415 + PC416 + PC417 + PC418 + PC419 + 
##     PC420 + PC421 + PC422 + PC423 + PC424 + PC425 + PC426 + PC427 + 
##     PC428 + PC429 + PC430 + PC431 + PC432 + PC433 + PC434 + PC435 + 
##     PC436 + PC437 + PC438 + PC439 + PC440 + PC441 + PC442 + PC443 + 
##     PC444 + PC445 + PC446 + PC447 + PC448 + PC449 + PC450 + PC451 + 
##     PC452 + PC453 + PC454 + PC455 + PC456 + PC457 + PC458 + PC459 + 
##     PC460 + PC461 + PC462 + PC463 + PC464 + PC465 + PC466 + PC467 + 
##     PC468 + PC469 + PC470 + PC471 + PC472 + PC473 + PC474 + PC475 + 
##     PC476 + PC477 + PC478 + PC479 + PC480 + PC481 + PC482 + PC483 + 
##     PC484 + PC485 + PC486 + PC487 + PC488 + PC489 + PC490 + PC491 + 
##     PC492 + PC493 + PC494 + PC495 + PC496 + PC497 + PC498 + PC499 + 
##     PC500 + PC501 + PC502 + PC503 + PC504 + PC505 + PC506 + PC507 + 
##     PC508 + PC509 + PC510 + PC511 + PC512 + PC513 + PC514 + PC515 + 
##     PC516 + PC517 + PC518 + PC519 + PC520 + PC521 + PC522 + PC523 + 
##     PC524 + PC525 + PC526 + PC527 + PC528 + PC529 + PC530 + PC531 + 
##     PC532 + PC533 + PC534 + PC535 + PC536 + PC537 + PC538 + PC539 + 
##     PC540 + PC541 + PC542 + PC543 + PC544 + PC545 + PC546 + PC547 + 
##     PC548 + PC549 + PC550 + PC551 + PC552 + PC553 + PC554 + PC555 + 
##     PC556 + PC557 + PC558 + PC559 + PC560 + PC561 + PC562 + PC563 + 
##     PC564 + PC565 + PC566 + PC567 + PC568 + PC569 + PC570 + PC571 + 
##     PC572 + PC573 + PC574 + PC575 + PC576 + PC577 + PC578 + PC579 + 
##     PC580 + PC581 + PC582 + PC583 + PC584 + PC585 + PC586 + PC587 + 
##     PC588 + PC589 + PC590 + PC591 + PC592 + PC593 + PC594 + PC595 + 
##     PC596 + PC597 + PC598 + PC599 + PC600 + PC601 + PC602 + PC603 + 
##     PC604 + PC605 + PC606 + PC607 + PC608 + PC609 + PC610 + PC611 + 
##     PC612 + PC613 + PC614 + PC615 + PC616 + PC617 + PC618 + PC619 + 
##     PC620 + PC621 + PC622 + PC623 + PC624 + PC625 + PC626 + PC627 + 
##     PC628 + PC629 + PC630 + PC631 + PC632 + PC633 + PC634 + PC635 + 
##     PC636 + PC637 + PC638 + PC639 + PC640 + PC641 + PC642 + PC643 + 
##     PC644 + PC645 + PC646 + PC647 + PC648 + PC649 + PC650 + PC651 + 
##     PC652 + PC653 + PC654 + PC655 + PC656 + PC657 + PC658 + PC659 + 
##     PC660 + PC661 + PC662 + PC663 + PC664 + PC665 + PC666 + PC667 + 
##     PC668 + PC669 + PC670 + PC671 + PC672 + PC673 + PC674 + PC675 + 
##     PC676 + PC677 + PC678 + PC679 + PC680 + PC681 + PC682 + PC683 + 
##     PC684 + PC685 + PC686 + PC687 + PC688 + PC689 + PC690 + PC691 + 
##     PC692 + PC693 + PC694 + PC695 + PC696 + PC697 + PC698 + PC699 + 
##     PC700 + PC701 + PC702 + PC703 + PC704 + PC705 + PC706 + PC707 + 
##     PC708 + PC709 + PC710 + PC711 + PC712 + PC713 + PC714 + PC715 + 
##     PC716 + PC717 + PC718 + PC719 + PC720 + PC721 + PC722 + PC723 + 
##     PC724 + PC725 + PC726 + PC727 + PC728 + PC729 + PC730 + PC731 + 
##     PC732 + PC733 + PC734 + PC735 + PC736 + PC737 + PC738 + PC739 + 
##     PC740 + PC741 + PC742 + PC743 + PC744 + PC745 + PC746 + PC747 + 
##     PC748 + PC749 + PC750 + PC751 + PC752 + PC753 + PC754 + PC755 + 
##     PC756 + PC757 + PC758 + PC759 + PC760 + PC761 + PC762 + PC763 + 
##     PC764 + PC765 + PC766 + PC767 + PC768 + PC769 + PC770 + PC771 + 
##     PC772 + PC773 + PC774 + PC775 + PC776 + PC777 + PC778 + PC779 + 
##     PC780 + PC781 + PC782 + PC783 + PC784 + PC785 + PC786 + PC787 + 
##     PC788 + PC789 + PC790 + PC791 + PC792 + PC793 + PC794 + PC795 + 
##     PC796 + PC797 + PC798 + PC799 + PC800 + PC801 + PC802 + PC803 + 
##     PC804 + PC805 + PC806 + PC807 + PC808 + PC809 + PC810 + PC811 + 
##     PC812 + PC813 + PC814 + PC815 + PC816 + PC817 + PC818 + PC819 + 
##     PC820 + PC821 + PC822 + PC823 + PC824 + PC825 + PC826 + PC827 + 
##     PC828 + PC829 + PC830 + PC831 + PC832 + PC833 + PC834 + PC835 + 
##     PC836 + PC837 + PC838 + PC839 + PC840 + PC841 + PC842 + PC843 + 
##     PC844 + PC845 + PC846 + PC847 + PC848 + PC849 + PC850 + PC851 + 
##     PC852 + PC853 + PC854 + PC855 + PC856 + PC857 + PC858 + PC859 + 
##     PC860 + PC861 + PC862 + PC863 + PC864 + PC865 + PC866 + PC867 + 
##     PC868 + PC869 + PC870 + PC871 + PC872 + PC873 + PC874 + PC875 + 
##     PC876 + PC877 + PC878 + PC879 + PC880 + PC881 + PC882 + PC883 + 
##     PC884 + PC885 + PC886 + PC887 + PC888 + PC889 + PC890 + PC891 + 
##     PC892 + PC893 + PC894 + PC895 + PC896 + PC897 + PC898 + PC899 + 
##     PC900 + PC901 + PC902 + PC903 + PC904 + PC905 + PC906 + PC907 + 
##     PC908 + PC909 + PC910 + PC911 + PC912 + PC913 + PC914 + PC915 + 
##     PC916 + PC917 + PC918 + PC919 + PC920 + PC921 + PC922 + PC923 + 
##     PC924 + PC925 + PC926 + PC927 + PC928 + PC929 + PC930 + PC931 + 
##     PC932 + PC933 + PC934 + PC935 + PC936 + PC937 + PC938 + PC939 + 
##     PC940 + PC941 + PC942 + PC943 + PC944 + PC945 + PC946 + PC947 + 
##     PC948 + PC949 + PC950 + PC951 + PC952 + PC953 + PC954 + PC955 + 
##     PC956 + PC957 + PC958 + PC959 + PC960 + PC961 + PC962 + PC963 + 
##     PC964 + PC965 + PC966 + PC967 + PC968 + PC969 + PC970 + PC971 + 
##     PC972 + PC973 + PC974 + PC975 + PC976 + PC977 + PC978 + PC979 + 
##     PC980 + PC981 + PC982 + PC983 + PC984 + PC985 + PC986 + PC987 + 
##     PC988 + PC989 + PC990 + PC991 + PC992 + PC993 + PC994 + PC995 + 
##     PC996 + PC997 + PC998 + PC999 + PC1000 + PC1001 + PC1002 + 
##     PC1003 + PC1004 + PC1005 + PC1006 + PC1007 + PC1008 + PC1009 + 
##     PC1010 + PC1011 + PC1012 + PC1013 + PC1014 + PC1015 + PC1016 + 
##     PC1017 + PC1018 + PC1019 + PC1020 + PC1021 + PC1022 + PC1023 + 
##     PC1024 + PC1025 + PC1026 + PC1027 + PC1028 + PC1029 + PC1030 + 
##     PC1031 + PC1032 + PC1033 + PC1034 + PC1035 + PC1036 + PC1037 + 
##     PC1038 + PC1039 + PC1040 + PC1041 + PC1042 + PC1043 + PC1044 + 
##     PC1045 + PC1046 + PC1047 + PC1048 + PC1049 + PC1050 + PC1051 + 
##     PC1052 + PC1053 + PC1054 + PC1055 + PC1056 + PC1057 + PC1058 + 
##     PC1059 + PC1060 + PC1061 + PC1062 + PC1063 + PC1064 + PC1065 + 
##     PC1066 + PC1067 + PC1068 + PC1069 + PC1070 + PC1071 + PC1072 + 
##     PC1073 + PC1074 + PC1075 + PC1076 + PC1077 + PC1078 + PC1079 + 
##     PC1080 + PC1081 + PC1082 + PC1083 + PC1084 + PC1085 + PC1086 + 
##     PC1087 + PC1088 + PC1089 + PC1090 + PC1091 + PC1092 + PC1093 + 
##     PC1094 + PC1095 + PC1096 + PC1097 + PC1098 + PC1099 + PC1100 + 
##     PC1101 + PC1102 + PC1103 + PC1104 + PC1105 + PC1106 + PC1107 + 
##     PC1108 + PC1109 + PC1110 + PC1111 + PC1112 + PC1113 + PC1114 + 
##     PC1115 + PC1116 + PC1117 + PC1118 + PC1119 + PC1120 + PC1121 + 
##     PC1122 + PC1123 + PC1124 + PC1125 + PC1126 + PC1127 + PC1128 + 
##     PC1129 + PC1130 + PC1131 + PC1132 + PC1133 + PC1134 + PC1135 + 
##     PC1136 + PC1137 + PC1138 + PC1139 + PC1140 + PC1141 + PC1142 + 
##     PC1143 + PC1144 + PC1145 + PC1146 + PC1147 + PC1148 + PC1149 + 
##     PC1150 + PC1151 + PC1152 + PC1153 + PC1154 + PC1155 + PC1156 + 
##     PC1157 + PC1158 + PC1159 + PC1160 + PC1161 + PC1162 + PC1163 + 
##     PC1164 + PC1165 + PC1166 + PC1167 + PC1168 + PC1169 + PC1170 + 
##     PC1171 + PC1172 + PC1173 + PC1174 + PC1175 + PC1176 + PC1177 + 
##     PC1178 + PC1179 + PC1180 + PC1181 + PC1182 + PC1183 + PC1184 + 
##     PC1185 + PC1186 + PC1187 + PC1188 + PC1189 + PC1190 + PC1191 + 
##     PC1192 + PC1193 + PC1194 + PC1195 + PC1196 + PC1197 + PC1198 + 
##     PC1199 + PC1200 + PC1201 + PC1202 + PC1203 + PC1204 + PC1205 + 
##     PC1206 + PC1207 + PC1208 + PC1209 + PC1210 + PC1211 + PC1212 + 
##     PC1213 + PC1214 + PC1215 + PC1216 + PC1217 + PC1218 + PC1219 + 
##     PC1220 + PC1221 + PC1222 + PC1223 + PC1224 + PC1225 + PC1226 + 
##     PC1227 + PC1228 + PC1229 + PC1230 + PC1231 + PC1232 + PC1233 + 
##     PC1234 + PC1235 + PC1236 + PC1237 + PC1238 + PC1239 + PC1240 + 
##     PC1241 + PC1242 + PC1243 + PC1244 + PC1245 + PC1246 + PC1247 + 
##     PC1248 + PC1249 + PC1250 + PC1251 + PC1252 + PC1253 + PC1254 + 
##     PC1255 + PC1256 + PC1257 + PC1258 + PC1259 + PC1260 + PC1261 + 
##     PC1262 + PC1263 + PC1264 + PC1265 + PC1266 + PC1267 + PC1268 + 
##     PC1269 + PC1270 + PC1271 + PC1272 + PC1273 + PC1274 + PC1275 + 
##     PC1276 + PC1277 + PC1278 + PC1279 + PC1280 + PC1281 + PC1282 + 
##     PC1283 + PC1284 + PC1285 + PC1286 + PC1287 + PC1288 + PC1289 + 
##     PC1290 + PC1291 + PC1292 + PC1293 + PC1294 + PC1295 + PC1296 + 
##     PC1297 + PC1298 + PC1299 + PC1300 + PC1301 + PC1302 + PC1303 + 
##     PC1304 + PC1305 + PC1306 + PC1307 + PC1308 + PC1309 + PC1310 + 
##     PC1311 + PC1312 + PC1313 + PC1314 + PC1315 + PC1316 + PC1317 + 
##     PC1318 + PC1319 + PC1320 + PC1321 + PC1322 + PC1323 + PC1324 + 
##     PC1325 + PC1326 + PC1327 + PC1328 + PC1329 + PC1330 + PC1331 + 
##     PC1332 + PC1333 + PC1334 + PC1335 + PC1336 + PC1337 + PC1338 + 
##     PC1339 + PC1340 + PC1341 + PC1342 + PC1343 + PC1344 + PC1345 + 
##     PC1346 + PC1347 + PC1348 + PC1349 + PC1350 + PC1351 + PC1352 + 
##     PC1353 + PC1354 + PC1355 + PC1356 + PC1357 + PC1358 + PC1359 + 
##     PC1360 + PC1361 + PC1362 + PC1363 + PC1364 + PC1365 + PC1366 + 
##     PC1367 + PC1368 + PC1369 + PC1370 + PC1371 + PC1372 + PC1373 + 
##     PC1374 + PC1375 + PC1376 + PC1377 + PC1378 + PC1379 + PC1380 + 
##     PC1381 + PC1382 + PC1383 + PC1384 + PC1385 + PC1386 + PC1387 + 
##     PC1388 + PC1389 + PC1390 + PC1391 + PC1392 + PC1393 + PC1394 + 
##     PC1395 + PC1396 + PC1397 + PC1398 + PC1399 + PC1400 + PC1401 + 
##     PC1402 + PC1403 + PC1404 + PC1405 + PC1406 + PC1407 + PC1408 + 
##     PC1409 + PC1410 + PC1411 + PC1412 + PC1413 + PC1414 + PC1415 + 
##     PC1416 + PC1417 + PC1418 + PC1419 + PC1420 + PC1421 + PC1422 + 
##     PC1423 + PC1424 + PC1425 + PC1426 + PC1427 + PC1428 + PC1429 + 
##     PC1430 + PC1431 + PC1432 + PC1433 + PC1434 + PC1435 + PC1436 + 
##     PC1437 + PC1438 + PC1439 + PC1440 + PC1441 + PC1442 + PC1443 + 
##     PC1444 + PC1445 + PC1446 + PC1447 + PC1448 + PC1449 + PC1450 + 
##     PC1451 + PC1452 + PC1453 + PC1454 + PC1455 + PC1456 + PC1457 + 
##     PC1458 + PC1459 + PC1460 + PC1461 + PC1462 + PC1463 + PC1464 + 
##     PC1465 + PC1466 + PC1467 + PC1468 + PC1469 + PC1470 + PC1471 + 
##     PC1472 + PC1473 + PC1474 + PC1475 + PC1476 + PC1477 + PC1478 + 
##     PC1479 + PC1480 + PC1481 + PC1482 + PC1483 + PC1484 + PC1485 + 
##     PC1486 + PC1487 + PC1488 + PC1489 + PC1490 + PC1491 + PC1492 + 
##     PC1493 + PC1494 + PC1495 + PC1496 + PC1497 + PC1498 + PC1499 + 
##     PC1500 + PC1501 + PC1502 + PC1503 + PC1504 + PC1505 + PC1506 + 
##     PC1507 + PC1508 + PC1509 + PC1510 + PC1511 + PC1512 + PC1513 + 
##     PC1514 + PC1515 + PC1516 + PC1517 + PC1518 + PC1519 + PC1520 + 
##     PC1521 + PC1522 + PC1523 + PC1524 + PC1525 + PC1526 + PC1527 + 
##     PC1528 + PC1529 + PC1530 + PC1531 + PC1532 + PC1533 + PC1534 + 
##     PC1535 + PC1536 + PC1537 + PC1538 + PC1539 + PC1540 + PC1541 + 
##     PC1542 + PC1543 + PC1544 + PC1545 + PC1546 + PC1547 + PC1548 + 
##     PC1549 + PC1550 + PC1551 + PC1552 + PC1553 + PC1554 + PC1555 + 
##     PC1556 + PC1557 + PC1558 + PC1559 + PC1560 + PC1561 + PC1562 + 
##     PC1563 + PC1564 + PC1565 + PC1566 + PC1567 + PC1568 + PC1569 + 
##     PC1570 + PC1571 + PC1572 + PC1573 + PC1574 + PC1575 + PC1576 + 
##     PC1577 + PC1578 + PC1579 + PC1580 + PC1581 + PC1582 + PC1583 + 
##     PC1584 + PC1585 + PC1586 + PC1587 + PC1588 + PC1589 + PC1590 + 
##     PC1591 + PC1592 + PC1593 + PC1594 + PC1595 + PC1596 + PC1597 + 
##     PC1598 + PC1599 + PC1600 + PC1601 + PC1602 + PC1603 + PC1604 + 
##     PC1605 + PC1606 + PC1607 + PC1608 + PC1609 + PC1610 + PC1611 + 
##     PC1612 + PC1613 + PC1614 + PC1615 + PC1616 + PC1617 + PC1618 + 
##     PC1619 + PC1620 + PC1621 + PC1622 + PC1623 + PC1624 + PC1625 + 
##     PC1626 + PC1627 + PC1628 + PC1629 + PC1630 + PC1631 + PC1632 + 
##     PC1633 + PC1634 + PC1635 + PC1636 + PC1637 + PC1638 + PC1639 + 
##     PC1640 + PC1641 + PC1642 + PC1643 + PC1644 + PC1645 + PC1646 + 
##     PC1647 + PC1648 + PC1649 + PC1650 + PC1651 + PC1652 + PC1653 + 
##     PC1654 + PC1655 + PC1656 + PC1657 + PC1658 + PC1659 + PC1660 + 
##     PC1661 + PC1662 + PC1663 + PC1664 + PC1665 + PC1666 + PC1667 + 
##     PC1668 + PC1669 + PC1670 + PC1671 + PC1672 + PC1673 + PC1674 + 
##     PC1675 + PC1676 + PC1677 + PC1678 + PC1679 + PC1680 + PC1681 + 
##     PC1682 + PC1683 + PC1684 + PC1685 + PC1686 + PC1687 + PC1688 + 
##     PC1689 + PC1690 + PC1691 + PC1692 + PC1693 + PC1694 + PC1695 + 
##     PC1696 + PC1697 + PC1698 + PC1699 + PC1700 + PC1701 + PC1702 + 
##     PC1703 + PC1704 + PC1705 + PC1706 + PC1707 + PC1708 + PC1709 + 
##     PC1710 + PC1711 + PC1712 + PC1713 + PC1714 + PC1715 + PC1716 + 
##     PC1717 + PC1718 + PC1719 + PC1720 + PC1721 + PC1722 + PC1723 + 
##     PC1724 + PC1725 + PC1726 + PC1727 + PC1728 + PC1729 + PC1730 + 
##     PC1731 + PC1732 + PC1733 + PC1734 + PC1735 + PC1736 + PC1737 + 
##     PC1738 + PC1739 + PC1740 + PC1741 + PC1742 + PC1743 + PC1744 + 
##     PC1745 + PC1746 + PC1747 + PC1748 + PC1749 + PC1750 + PC1751 + 
##     PC1752 + PC1753 + PC1754 + PC1755 + PC1756 + PC1757 + PC1758 + 
##     PC1759 + PC1760 + PC1761 + PC1762 + PC1763 + PC1764 + PC1765 + 
##     PC1766 + PC1767 + PC1768 + PC1769 + PC1770 + PC1771 + PC1772 + 
##     PC1773 + PC1774 + PC1775 + PC1776 + PC1777 + PC1778 + PC1779 + 
##     PC1780 + PC1781 + PC1782 + PC1783 + PC1784 + PC1785 + PC1786 + 
##     PC1787 + PC1788 + PC1789 + PC1790 + PC1791 + PC1792 + PC1793 + 
##     PC1794 + PC1795 + PC1796 + PC1797 + PC1798 + PC1799 + PC1800 + 
##     PC1801 + PC1802 + PC1803 + PC1804 + PC1805 + PC1806 + PC1807 + 
##     PC1808 + PC1809 + PC1810 + PC1811 + PC1812 + PC1813 + PC1814 + 
##     PC1815 + PC1816 + PC1817 + PC1818 + PC1819 + PC1820 + PC1821 + 
##     PC1822 + PC1823 + PC1824 + PC1825 + PC1826 + PC1827 + PC1828 + 
##     PC1829 + PC1830 + PC1831 + PC1832 + PC1833 + PC1834 + PC1835 + 
##     PC1836 + PC1837 + PC1838 + PC1839 + PC1840 + PC1841 + PC1842 + 
##     PC1843 + PC1844 + PC1845 + PC1846 + PC1847 + PC1848 + PC1849 + 
##     PC1850 + PC1851 + PC1852 + PC1853 + PC1854 + PC1855 + PC1856 + 
##     PC1857 + PC1858 + PC1859 + PC1860 + PC1861 + PC1862 + PC1863 + 
##     PC1864 + PC1865 + PC1866 + PC1867 + PC1868 + PC1869 + PC1870 + 
##     PC1871 + PC1872 + PC1873 + PC1874 + PC1875 + PC1876 + PC1877 + 
##     PC1878 + PC1879 + PC1880 + PC1881 + PC1882 + PC1883 + PC1884 + 
##     PC1885 + PC1886 + PC1887 + PC1888 + PC1889 + PC1890 + PC1891 + 
##     PC1892 + PC1893 + PC1894 + PC1895 + PC1896 + PC1897 + PC1898 + 
##     PC1899 + PC1900 + PC1901 + PC1902 + PC1903 + PC1904 + PC1905 + 
##     PC1906 + PC1907 + PC1908 + PC1909 + PC1910 + PC1911 + PC1912 + 
##     PC1913 + PC1914 + PC1915 + PC1916 + PC1917 + PC1918 + PC1919 + 
##     PC1920 + PC1921 + PC1922 + PC1923 + PC1924 + PC1925 + PC1926 + 
##     PC1927 + PC1928 + PC1929 + PC1930 + PC1931 + PC1932 + PC1933 + 
##     PC1934 + PC1935 + PC1936 + PC1937 + PC1938 + PC1939 + PC1940 + 
##     PC1941 + PC1942 + PC1943 + PC1944 + PC1945 + PC1946 + PC1947 + 
##     PC1948 + PC1949 + PC1950 + PC1951 + PC1952 + PC1953 + PC1954 + 
##     PC1955 + PC1956 + PC1957 + PC1958 + PC1959 + PC1960 + PC1961 + 
##     PC1962 + PC1963 + PC1964 + PC1965 + PC1966 + PC1967 + PC1968 + 
##     PC1969 + PC1970 + PC1971 + PC1972 + PC1973 + PC1974 + PC1975 + 
##     PC1976 + PC1977 + PC1978 + PC1979 + PC1980 + PC1981 + PC1982 + 
##     PC1983 + PC1984 + PC1985 + PC1986 + PC1987 + PC1988 + PC1989 + 
##     PC1990 + PC1991 + PC1992 + PC1993 + PC1994 + PC1995 + PC1996 + 
##     PC1997 + PC1998 + PC1999 + PC2000 + PC2001 + PC2002 + PC2003 + 
##     PC2004 + PC2005 + PC2006 + PC2007 + PC2008 + PC2009 + PC2010 + 
##     PC2011 + PC2012 + PC2013 + PC2014 + PC2015 + PC2016 + PC2017 + 
##     PC2018 + PC2019 + PC2020 + PC2021 + PC2022 + PC2023 + PC2024 + 
##     PC2025 + PC2026 + PC2027 + PC2028 + PC2029 + PC2030 + PC2031 + 
##     PC2032 + PC2033 + PC2034 + PC2035 + PC2036 + PC2037 + PC2038 + 
##     PC2039 + PC2040 + PC2041 + PC2042 + PC2043 + PC2044 + PC2045 + 
##     PC2046 + PC2047 + PC2048 + PC2049 + PC2050 + PC2051 + PC2052 + 
##     PC2053 + PC2054 + PC2055 + PC2056 + PC2057 + PC2058 + PC2059 + 
##     PC2060 + PC2061 + PC2062 + PC2063 + PC2064 + PC2065 + PC2066 + 
##     PC2067 + PC2068 + PC2069 + PC2070 + PC2071 + PC2072 + PC2073 + 
##     PC2074 + PC2075 + PC2076 + PC2077 + PC2078 + PC2079 + PC2080 + 
##     PC2081 + PC2082 + PC2083 + PC2084 + PC2085 + PC2086 + PC2087 + 
##     PC2088 + PC2089 + PC2090 + PC2091 + PC2092 + PC2093 + PC2094 + 
##     PC2095 + PC2096 + PC2097 + PC2098 + PC2099 + PC2100 + PC2101 + 
##     PC2102 + PC2103 + PC2104 + PC2105 + PC2106 + PC2107 + PC2108 + 
##     PC2109 + PC2110 + PC2111 + PC2112 + PC2113 + PC2114 + PC2115 + 
##     PC2116 + PC2117 + PC2118 + PC2119 + PC2120 + PC2121 + PC2122 + 
##     PC2123 + PC2124 + PC2125 + PC2126 + PC2127 + PC2128 + PC2129 + 
##     PC2130 + PC2131 + PC2132 + PC2133 + PC2134 + PC2135 + PC2136 + 
##     PC2137 + PC2138 + PC2139 + PC2140 + PC2141 + PC2142 + PC2143 + 
##     PC2144 + PC2145 + PC2146 + PC2147 + PC2148 + PC2149 + PC2150 + 
##     PC2151 + PC2152 + PC2153 + PC2154 + PC2155 + PC2156 + PC2157 + 
##     PC2158 + PC2159 + PC2160 + PC2161 + PC2162 + PC2163 + PC2164 + 
##     PC2165 + PC2166 + PC2167 + PC2168 + PC2169 + PC2170 + PC2171 + 
##     PC2172 + PC2173 + PC2174 + PC2175 + PC2176 + PC2177 + PC2178 + 
##     PC2179 + PC2180 + PC2181 + PC2182 + PC2183 + PC2184 + PC2185 + 
##     PC2186 + PC2187 + PC2188 + PC2189 + PC2190 + PC2191 + PC2192 + 
##     PC2193 + PC2194 + PC2195 + PC2196 + PC2197 + PC2198 + PC2199 + 
##     PC2200 + PC2201 + PC2202 + PC2203 + PC2204 + PC2205 + PC2206 + 
##     PC2207 + PC2208 + PC2209 + PC2210 + PC2211 + PC2212 + PC2213 + 
##     PC2214 + PC2215 + PC2216 + PC2217 + PC2218 + PC2219 + PC2220 + 
##     PC2221 + PC2222 + PC2223 + PC2224 + PC2225 + PC2226 + PC2227 + 
##     PC2228 + PC2229 + PC2230 + PC2231 + PC2232 + PC2233 + PC2234 + 
##     PC2235 + PC2236 + PC2237 + PC2238 + PC2239 + PC2240 + PC2241 + 
##     PC2242 + PC2243 + PC2244 + PC2245 + PC2246 + PC2247 + PC2248 + 
##     PC2249 + PC2250 + PC2251 + PC2252 + PC2253 + PC2254 + PC2255 + 
##     PC2256 + PC2257 + PC2258 + PC2259 + PC2260 + PC2261 + PC2262 + 
##     PC2263 + PC2264 + PC2265 + PC2266 + PC2267 + PC2268 + PC2269 + 
##     PC2270 + PC2271 + PC2272 + PC2273 + PC2274 + PC2275 + PC2276 + 
##     PC2277 + PC2278 + PC2279 + PC2280 + PC2281 + PC2282 + PC2283 + 
##     PC2284 + PC2285 + PC2286 + PC2287 + PC2288 + PC2289 + PC2290 + 
##     PC2291 + PC2292 + PC2293 + PC2294 + PC2295 + PC2296 + PC2297 + 
##     PC2298 + PC2299 + PC2300 + PC2301 + PC2302 + PC2303 + PC2304 + 
##     PC2305 + PC2306 + PC2307 + PC2308 + PC2309 + PC2310 + PC2311 + 
##     PC2312 + PC2313 + PC2314 + PC2315 + PC2316 + PC2317 + PC2318 + 
##     PC2319 + PC2320 + PC2321 + PC2322 + PC2323 + PC2324 + PC2325 + 
##     PC2326 + PC2327 + PC2328 + PC2329 + PC2330 + PC2331 + PC2332 + 
##     PC2333 + PC2334 + PC2335 + PC2336 + PC2337 + PC2338 + PC2339 + 
##     PC2340 + PC2341 + PC2342 + PC2343 + PC2344 + PC2345 + PC2346 + 
##     PC2347 + PC2348 + PC2349 + PC2350 + PC2351 + PC2352 + PC2353 + 
##     PC2354 + PC2355 + PC2356 + PC2357 + PC2358 + PC2359 + PC2360 + 
##     PC2361 + PC2362 + PC2363 + PC2364 + PC2365 + PC2366 + PC2367 + 
##     PC2368 + PC2369 + PC2370 + PC2371 + PC2372 + PC2373 + PC2374 + 
##     PC2375 + PC2376 + PC2377 + PC2378 + PC2379 + PC2380 + PC2381 + 
##     PC2382 + PC2383 + PC2384 + PC2385 + PC2386 + PC2387 + PC2388 + 
##     PC2389 + PC2390 + PC2391 + PC2392 + PC2393 + PC2394 + PC2395 + 
##     PC2396 + PC2397 + PC2398 + PC2399 + PC2400 + PC2401 + PC2402 + 
##     PC2403 + PC2404 + PC2405 + PC2406 + PC2407 + PC2408 + PC2409 + 
##     PC2410 + PC2411 + PC2412 + PC2413 + PC2414 + PC2415 + PC2416 + 
##     PC2417 + PC2418 + PC2419 + PC2420 + PC2421 + PC2422 + PC2423 + 
##     PC2424 + PC2425 + PC2426 + PC2427 + PC2428 + PC2429 + PC2430 + 
##     PC2431 + PC2432 + PC2433 + PC2434 + PC2435 + PC2436 + PC2437 + 
##     PC2438 + PC2439 + PC2440 + PC2441 + PC2442 + PC2443 + PC2444 + 
##     PC2445 + PC2446 + PC2447 + PC2448 + PC2449 + PC2450 + PC2451 + 
##     PC2452 + PC2453 + PC2454 + PC2455 + PC2456 + PC2457 + PC2458 + 
##     PC2459 + PC2460 + PC2461 + PC2462 + PC2463 + PC2464 + PC2465 + 
##     PC2466 + PC2467 + PC2468 + PC2469 + PC2470 + PC2471 + PC2472 + 
##     PC2473 + PC2474 + PC2475 + PC2476 + PC2477 + PC2478 + PC2479 + 
##     PC2480 + PC2481 + PC2482 + PC2483 + PC2484 + PC2485 + PC2486 + 
##     PC2487 + PC2488 + PC2489 + PC2490 + PC2491 + PC2492 + PC2493 + 
##     PC2494 + PC2495 + PC2496 + PC2497 + PC2498 + PC2499 + PC2500 + 
##     PC2501 + PC2502 + PC2503 + PC2504 + PC2505 + PC2506 + PC2507 + 
##     PC2508 + PC2509 + PC2510 + PC2511 + PC2512 + PC2513 + PC2514 + 
##     PC2515 + PC2516 + PC2517 + PC2518 + PC2519 + PC2520 + PC2521 + 
##     PC2522 + PC2523 + PC2524 + PC2525 + PC2526 + PC2527 + PC2528 + 
##     PC2529 + PC2530 + PC2531 + PC2532 + PC2533 + PC2534 + PC2535 + 
##     PC2536 + PC2537 + PC2538 + PC2539 + PC2540 + PC2541 + PC2542 + 
##     PC2543 + PC2544 + PC2545 + PC2546 + PC2547 + PC2548 + PC2549 + 
##     PC2550 + PC2551 + PC2552 + PC2553 + PC2554 + PC2555 + PC2556 + 
##     PC2557 + PC2558 + PC2559 + PC2560 + PC2561 + PC2562 + PC2563 + 
##     PC2564 + PC2565 + PC2566 + PC2567 + PC2568 + PC2569 + PC2570 + 
##     PC2571 + PC2572 + PC2573 + PC2574 + PC2575 + PC2576 + PC2577 + 
##     PC2578 + PC2579 + PC2580 + PC2581 + PC2582 + PC2583 + PC2584 + 
##     PC2585 + PC2586 + PC2587 + PC2588 + PC2589 + PC2590 + PC2591 + 
##     PC2592 + PC2593 + PC2594 + PC2595 + PC2596 + PC2597 + PC2598 + 
##     PC2599 + PC2600 + PC2601 + PC2602 + PC2603 + PC2604 + PC2605 + 
##     PC2606 + PC2607 + PC2608 + PC2609 + PC2610 + PC2611 + PC2612 + 
##     PC2613 + PC2614 + PC2615 + PC2616 + PC2617 + PC2618 + PC2619 + 
##     PC2620 + PC2621 + PC2622 + PC2623 + PC2624 + PC2625 + PC2626 + 
##     PC2627 + PC2628 + PC2629 + PC2630 + PC2631 + PC2632 + PC2633 + 
##     PC2634 + PC2635 + PC2636 + PC2637 + PC2638 + PC2639 + PC2640 + 
##     PC2641 + PC2642 + PC2643 + PC2644 + PC2645 + PC2646 + PC2647 + 
##     PC2648 + PC2649 + PC2650 + PC2651 + PC2652 + PC2653 + PC2654 + 
##     PC2655 + PC2656 + PC2657 + PC2658 + PC2659 + PC2660 + PC2661 + 
##     PC2662 + PC2663 + PC2664 + PC2665 + PC2666 + PC2667 + PC2668 + 
##     PC2669 + PC2670 + PC2671 + PC2672 + PC2673 + PC2674 + PC2675 + 
##     PC2676 + PC2677 + PC2678 + PC2679 + PC2680 + PC2681 + PC2682 + 
##     PC2683 + PC2684 + PC2685 + PC2686 + PC2687 + PC2688 + PC2689 + 
##     PC2690 + PC2691 + PC2692 + PC2693 + PC2694 + PC2695 + PC2696 + 
##     PC2697 + PC2698 + PC2699 + PC2700 + PC2701 + PC2702 + PC2703 + 
##     PC2704 + PC2705 + PC2706 + PC2707 + PC2708 + PC2709 + PC2710 + 
##     PC2711 + PC2712 + PC2713 + PC2714 + PC2715 + PC2716 + PC2717 + 
##     PC2718 + PC2719 + PC2720 + PC2721 + PC2722 + PC2723 + PC2724 + 
##     PC2725 + PC2726 + PC2727 + PC2728 + PC2729 + PC2730 + PC2731 + 
##     PC2732 + PC2733 + PC2734 + PC2735 + PC2736 + PC2737 + PC2738 + 
##     PC2739 + PC2740 + PC2741 + PC2742 + PC2743 + PC2744 + PC2745 + 
##     PC2746 + PC2747 + PC2748 + PC2749 + PC2750 + PC2751 + PC2752 + 
##     PC2753 + PC2754 + PC2755 + PC2756 + PC2757 + PC2758 + PC2759 + 
##     PC2760 + PC2761 + PC2762 + PC2763 + PC2764 + PC2765 + PC2766 + 
##     PC2767 + PC2768 + PC2769 + PC2770 + PC2771 + PC2772 + PC2773 + 
##     PC2774 + PC2775 + PC2776 + PC2777 + PC2778 + PC2779 + PC2780 + 
##     PC2781 + PC2782 + PC2783 + PC2784 + PC2785 + PC2786 + PC2787 + 
##     PC2788 + PC2789 + PC2790 + PC2791 + PC2792 + PC2793 + PC2794 + 
##     PC2795 + PC2796 + PC2797 + PC2798 + PC2799 + PC2800 + PC2801 + 
##     PC2802 + PC2803 + PC2804 + PC2805 + PC2806 + PC2807 + PC2808 + 
##     PC2809 + PC2810 + PC2811 + PC2812 + PC2813 + PC2814 + PC2815 + 
##     PC2816 + PC2817 + PC2818 + PC2819 + PC2820 + PC2821 + PC2822 + 
##     PC2823 + PC2824 + PC2825 + PC2826 + PC2827 + PC2828 + PC2829 + 
##     PC2830 + PC2831 + PC2832 + PC2833 + PC2834 + PC2835 + PC2836 + 
##     PC2837 + PC2838 + PC2839 + PC2840 + PC2841 + PC2842 + PC2843 + 
##     PC2844 + PC2845 + PC2846 + PC2847 + PC2848 + PC2849 + PC2850 + 
##     PC2851 + PC2852 + PC2853 + PC2854 + PC2855 + PC2856 + PC2857 + 
##     PC2858 + PC2859 + PC2860 + PC2861 + PC2862 + PC2863 + PC2864 + 
##     PC2865 + PC2866 + PC2867 + PC2868 + PC2869 + PC2870 + PC2871 + 
##     PC2872 + PC2873 + PC2874 + PC2875 + PC2876 + PC2877 + PC2878 + 
##     PC2879 + PC2880 + PC2881 + PC2882 + PC2883 + PC2884 + PC2885 + 
##     PC2886 + PC2887 + PC2888 + PC2889 + PC2890 + PC2891 + PC2892 + 
##     PC2893 + PC2894 + PC2895 + PC2896 + PC2897 + PC2898 + PC2899 + 
##     PC2900 + PC2901 + PC2902 + PC2903 + PC2904 + PC2905 + PC2906 + 
##     PC2907 + PC2908 + PC2909 + PC2910 + PC2911 + PC2912 + PC2913 + 
##     PC2914 + PC2915 + PC2916 + PC2917 + PC2918 + PC2919 + PC2920 + 
##     PC2921 + PC2922 + PC2923 + PC2924 + PC2925 + PC2926 + PC2927 + 
##     PC2928 + PC2929 + PC2930 + PC2931 + PC2932 + PC2933 + PC2934 + 
##     PC2935 + PC2936 + PC2937 + PC2938 + PC2939 + PC2940 + PC2941 + 
##     PC2942 + PC2943 + PC2944 + PC2945 + PC2946 + PC2947 + PC2948 + 
##     PC2949 + PC2950 + PC2951 + PC2952 + PC2953 + PC2954 + PC2955 + 
##     PC2956 + PC2957 + PC2958 + PC2959 + PC2960 + PC2961 + PC2962 + 
##     PC2963 + PC2964 + PC2965 + PC2966 + PC2967 + PC2968 + PC2969 + 
##     PC2970 + PC2971 + PC2972 + PC2973 + PC2974 + PC2975 + PC2976 + 
##     PC2977 + PC2978 + PC2979 + PC2980 + PC2981 + PC2982 + PC2983 + 
##     PC2984 + PC2985 + PC2986 + PC2987 + PC2988 + PC2989 + PC2990 + 
##     PC2991 + PC2992 + PC2993 + PC2994 + PC2995 + PC2996 + PC2997 + 
##     PC2998 + PC2999 + PC3000 + PC3001 + PC3002 + PC3003 + PC3004 + 
##     PC3005 + PC3006 + PC3007 + PC3008 + PC3009 + PC3010 + PC3011 + 
##     PC3012 + PC3013 + PC3014 + PC3015 + PC3016 + PC3017 + PC3018 + 
##     PC3019 + PC3020 + PC3021 + PC3022 + PC3023 + PC3024 + PC3025 + 
##     PC3026 + PC3027 + PC3028 + PC3029 + PC3030 + PC3031 + PC3032 + 
##     PC3033 + PC3034 + PC3035 + PC3036 + PC3037 + PC3038 + PC3039 + 
##     PC3040 + PC3041 + PC3042 + PC3043 + PC3044 + PC3045 + PC3046 + 
##     PC3047 + PC3048 + PC3049 + PC3050 + PC3051 + PC3052 + PC3053 + 
##     PC3054 + PC3055 + PC3056 + PC3057 + PC3058 + PC3059 + PC3060 + 
##     PC3061 + PC3062 + PC3063 + PC3064 + PC3065 + PC3066 + PC3067 + 
##     PC3068 + PC3069 + PC3070 + PC3071 + PC3072 + PC3073 + PC3074 + 
##     PC3075 + PC3076 + PC3077 + PC3078 + PC3079 + PC3080 + PC3081 + 
##     PC3082 + PC3083 + PC3084 + PC3085 + PC3086 + PC3087 + PC3088 + 
##     PC3089 + PC3090 + PC3091 + PC3092 + PC3093 + PC3094 + PC3095 + 
##     PC3096 + PC3097 + PC3098 + PC3099 + PC3100 + PC3101 + PC3102 + 
##     PC3103 + PC3104 + PC3105 + PC3106 + PC3107 + PC3108 + PC3109 + 
##     PC3110 + PC3111 + PC3112 + PC3113 + PC3114 + PC3115 + PC3116 + 
##     PC3117 + PC3118 + PC3119 + PC3120 + PC3121 + PC3122 + PC3123 + 
##     PC3124 + PC3125 + PC3126 + PC3127 + PC3128 + PC3129 + PC3130 + 
##     PC3131 + PC3132 + PC3133 + PC3134 + PC3135 + PC3136 + PC3137 + 
##     PC3138 + PC3139 + PC3140 + PC3141 + PC3142 + PC3143 + PC3144 + 
##     PC3145 + PC3146 + PC3147 + PC3148 + PC3149 + PC3150 + PC3151 + 
##     PC3152 + PC3153 + PC3154 + PC3155 + PC3156 + PC3157 + PC3158 + 
##     PC3159 + PC3160 + PC3161 + PC3162 + PC3163 + PC3164 + PC3165 + 
##     PC3166 + PC3167 + PC3168 + PC3169 + PC3170 + PC3171 + PC3172 + 
##     PC3173 + PC3174 + PC3175 + PC3176 + PC3177 + PC3178 + PC3179 + 
##     PC3180 + PC3181 + PC3182 + PC3183 + PC3184 + PC3185 + PC3186 + 
##     PC3187 + PC3188 + PC3189 + PC3190 + PC3191 + PC3192 + PC3193 + 
##     PC3194 + PC3195 + PC3196 + PC3197 + PC3198 + PC3199 + PC3200 + 
##     PC3201 + PC3202 + PC3203 + PC3204 + PC3205 + PC3206 + PC3207 + 
##     PC3208 + PC3209 + PC3210 + PC3211 + PC3212 + PC3213 + PC3214 + 
##     PC3215 + PC3216 + PC3217 + PC3218 + PC3219 + PC3220 + PC3221 + 
##     PC3222 + PC3223 + PC3224 + PC3225 + PC3226 + PC3227 + PC3228 + 
##     PC3229 + PC3230 + PC3231 + PC3232 + PC3233 + PC3234 + PC3235 + 
##     PC3236 + PC3237 + PC3238 + PC3239 + PC3240 + PC3241 + PC3242 + 
##     PC3243 + PC3244 + PC3245 + PC3246 + PC3247 + PC3248 + PC3249 + 
##     PC3250 + PC3251 + PC3252 + PC3253 + PC3254 + PC3255 + PC3256 + 
##     PC3257 + PC3258 + PC3259 + PC3260 + PC3261 + PC3262 + PC3263 + 
##     PC3264 + PC3265 + PC3266 + PC3267 + PC3268 + PC3269 + PC3270 + 
##     PC3271 + PC3272 + PC3273 + PC3274 + PC3275 + PC3276 + PC3277 + 
##     PC3278 + PC3279 + PC3280 + PC3281 + PC3282 + PC3283 + PC3284 + 
##     PC3285 + PC3286 + PC3287 + PC3288 + PC3289 + PC3290 + PC3291 + 
##     PC3292 + PC3293 + PC3294 + PC3295 + PC3296 + PC3297 + PC3298 + 
##     PC3299 + PC3300 + PC3301 + PC3302 + PC3303 + PC3304 + PC3305 + 
##     PC3306 + PC3307 + PC3308 + PC3309 + PC3310 + PC3311 + PC3312 + 
##     PC3313 + PC3314 + PC3315 + PC3316 + PC3317 + PC3318 + PC3319 + 
##     PC3320 + PC3321 + PC3322 + PC3323 + PC3324 + PC3325 + PC3326 + 
##     PC3327 + PC3328 + PC3329 + PC3330 + PC3331 + PC3332 + PC3333 + 
##     PC3334 + PC3335 + PC3336 + PC3337 + PC3338 + PC3339 + PC3340 + 
##     PC3341 + PC3342 + PC3343 + PC3344 + PC3345 + PC3346 + PC3347 + 
##     PC3348 + PC3349 + PC3350 + PC3351 + PC3352 + PC3353 + PC3354 + 
##     PC3355 + PC3356 + PC3357 + PC3358 + PC3359 + PC3360 + PC3361 + 
##     PC3362 + PC3363 + PC3364 + PC3365 + PC3366 + PC3367 + PC3368 + 
##     PC3369 + PC3370 + PC3371 + PC3372 + PC3373 + PC3374 + PC3375 + 
##     PC3376 + PC3377 + PC3378 + PC3379 + PC3380 + PC3381 + PC3382 + 
##     PC3383 + PC3384 + PC3385 + PC3386 + PC3387 + PC3388 + PC3389 + 
##     PC3390 + PC3391 + PC3392 + PC3393 + PC3394 + PC3395 + PC3396 + 
##     PC3397 + PC3398 + PC3399 + PC3400 + PC3401 + PC3402 + PC3403 + 
##     PC3404 + PC3405 + PC3406 + PC3407 + PC3408 + PC3409 + PC3410 + 
##     PC3411 + PC3412 + PC3413 + PC3414 + PC3415 + PC3416 + PC3417 + 
##     PC3418 + PC3419 + PC3420 + PC3421 + PC3422 + PC3423 + PC3424 + 
##     PC3425 + PC3426 + PC3427 + PC3428 + PC3429 + PC3430 + PC3431 + 
##     PC3432 + PC3433 + PC3434 + PC3435 + PC3436 + PC3437 + PC3438 + 
##     PC3439 + PC3440 + PC3441 + PC3442 + PC3443 + PC3444 + PC3445 + 
##     PC3446 + PC3447 + PC3448 + PC3449 + PC3450 + PC3451 + PC3452 + 
##     PC3453 + PC3454 + PC3455 + PC3456 + PC3457 + PC3458 + PC3459 + 
##     PC3460 + PC3461 + PC3462 + PC3463 + PC3464 + PC3465 + PC3466 + 
##     PC3467 + PC3468 + PC3469 + PC3470 + PC3471 + PC3472 + PC3473 + 
##     PC3474 + PC3475 + PC3476 + PC3477 + PC3478 + PC3479 + PC3480 + 
##     PC3481 + PC3482 + PC3483 + PC3484 + PC3485 + PC3486 + PC3487 + 
##     PC3488 + PC3489 + PC3490 + PC3491 + PC3492 + PC3493 + PC3494 + 
##     PC3495 + PC3496 + PC3497 + PC3498 + PC3499 + PC3500 + PC3501 + 
##     PC3502 + PC3503 + PC3504 + PC3505 + PC3506 + PC3507 + PC3508 + 
##     PC3509 + PC3510 + PC3511 + PC3512 + PC3513 + PC3514 + PC3515 + 
##     PC3516 + PC3517 + PC3518 + PC3519 + PC3520 + PC3521 + PC3522 + 
##     PC3523 + PC3524 + PC3525 + PC3526 + PC3527 + PC3528 + PC3529 + 
##     PC3530 + PC3531 + PC3532 + PC3533 + PC3534 + PC3535 + PC3536 + 
##     PC3537 + PC3538 + PC3539 + PC3540 + PC3541 + PC3542 + PC3543 + 
##     PC3544 + PC3545 + PC3546 + PC3547 + PC3548 + PC3549 + PC3550 + 
##     PC3551 + PC3552 + PC3553 + PC3554 + PC3555 + PC3556 + PC3557 + 
##     PC3558 + PC3559 + PC3560 + PC3561 + PC3562 + PC3563 + PC3564 + 
##     PC3565 + PC3566 + PC3567 + PC3568 + PC3569 + PC3570 + PC3571 + 
##     PC3572 + PC3573 + PC3574 + PC3575 + PC3576 + PC3577 + PC3578 + 
##     PC3579 + PC3580 + PC3581 + PC3582 + PC3583 + PC3584 + PC3585 + 
##     PC3586 + PC3587 + PC3588 + PC3589 + PC3590 + PC3591 + PC3592 + 
##     PC3593 + PC3594 + PC3595 + PC3596 + PC3597 + PC3598 + PC3599 + 
##     PC3600 + PC3601 + PC3602 + PC3603 + PC3604 + PC3605 + PC3606 + 
##     PC3607 + PC3608 + PC3609 + PC3610 + PC3611 + PC3612 + PC3613 + 
##     PC3614 + PC3615 + PC3616 + PC3617 + PC3618 + PC3619 + PC3620 + 
##     PC3621 + PC3622 + PC3623 + PC3624 + PC3625 + PC3626 + PC3627 + 
##     PC3628 + PC3629 + PC3630 + PC3631 + PC3632 + PC3633 + PC3634 + 
##     PC3635 + PC3636 + PC3637 + PC3638 + PC3639 + PC3640 + PC3641 + 
##     PC3642 + PC3643 + PC3644 + PC3645 + PC3646 + PC3647 + PC3648 + 
##     PC3649 + PC3650 + PC3651 + PC3652 + PC3653 + PC3654 + PC3655 + 
##     PC3656 + PC3657 + PC3658 + PC3659 + PC3660 + PC3661 + PC3662 + 
##     PC3663 + PC3664 + PC3665 + PC3666 + PC3667 + PC3668 + PC3669 + 
##     PC3670 + PC3671 + PC3672 + PC3673 + PC3674 + PC3675 + PC3676 + 
##     PC3677 + PC3678 + PC3679 + PC3680 + PC3681 + PC3682 + PC3683 + 
##     PC3684 + PC3685 + PC3686 + PC3687 + PC3688 + PC3689 + PC3690 + 
##     PC3691 + PC3692 + PC3693 + PC3694 + PC3695 + PC3696 + PC3697 + 
##     PC3698 + PC3699 + PC3700 + PC3701 + PC3702 + PC3703 + PC3704 + 
##     PC3705 + PC3706 + PC3707 + PC3708 + PC3709 + PC3710 + PC3711 + 
##     PC3712 + PC3713 + PC3714 + PC3715 + PC3716 + PC3717 + PC3718 + 
##     PC3719 + PC3720 + PC3721 + PC3722 + PC3723 + PC3724 + PC3725 + 
##     PC3726 + PC3727 + PC3728 + PC3729 + PC3730 + PC3731 + PC3732 + 
##     PC3733 + PC3734 + PC3735 + PC3736 + PC3737 + PC3738 + PC3739 + 
##     PC3740 + PC3741 + PC3742 + PC3743 + PC3744 + PC3745 + PC3746 + 
##     PC3747 + PC3748 + PC3749 + PC3750 + PC3751 + PC3752 + PC3753 + 
##     PC3754 + PC3755 + PC3756 + PC3757 + PC3758 + PC3759 + PC3760 + 
##     PC3761 + PC3762 + PC3763 + PC3764 + PC3765 + PC3766 + PC3767 + 
##     PC3768 + PC3769 + PC3770 + PC3771 + PC3772 + PC3773 + PC3774 + 
##     PC3775 + PC3776 + PC3777 + PC3778 + PC3779 + PC3780 + PC3781 + 
##     PC3782 + PC3783 + PC3784 + PC3785 + PC3786 + PC3787 + PC3788 + 
##     PC3789 + PC3790 + PC3791 + PC3792 + PC3793 + PC3794 + PC3795 + 
##     PC3796 + PC3797 + PC3798 + PC3799 + PC3800 + PC3801 + PC3802 + 
##     PC3803 + PC3804 + PC3805 + PC3806 + PC3807 + PC3808 + PC3809 + 
##     PC3810 + PC3811 + PC3812 + PC3813 + PC3814 + PC3815 + PC3816 + 
##     PC3817 + PC3818 + PC3819 + PC3820 + PC3821 + PC3822 + PC3823 + 
##     PC3824 + PC3825 + PC3826 + PC3827 + PC3828 + PC3829 + PC3830 + 
##     PC3831 + PC3832 + PC3833 + PC3834
print(grand.mean.formula)
## y3.log ~ 1
# Update feature.names because we may have transformed some features
feature.names = n[!n %in% label.names]

Full Model

Train

model.full = lm(formula , data.train)
summary(model.full)
## 
## Call:
## lm(formula = formula, data = data.train)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.063452 -0.011175 -0.000305  0.010629  0.065517 
## 
## Coefficients:
##               Estimate Std. Error  t value Pr(>|t|)    
## (Intercept)  2.097e+00  4.835e-04 4337.674  < 2e-16 ***
## PC1         -3.960e-05  8.516e-05   -0.465 0.641934    
## PC2         -3.283e-04  8.581e-05   -3.826 0.000135 ***
## PC3          2.072e-04  8.468e-05    2.447 0.014498 *  
## PC4          4.649e-05  8.438e-05    0.551 0.581694    
## PC5          1.039e-04  8.723e-05    1.191 0.233912    
## PC6          5.502e-05  8.672e-05    0.634 0.525874    
## PC7          4.701e-05  8.563e-05    0.549 0.583110    
## PC8         -2.433e-04  8.706e-05   -2.795 0.005250 ** 
## PC9         -3.034e-04  8.564e-05   -3.542 0.000407 ***
## PC10         1.856e-04  8.507e-05    2.181 0.029286 *  
## PC11         9.142e-05  8.673e-05    1.054 0.291978    
## PC12         2.713e-04  8.760e-05    3.098 0.001982 ** 
## PC13        -1.198e-04  8.698e-05   -1.377 0.168656    
## PC14        -1.219e-05  8.705e-05   -0.140 0.888630    
## PC15        -5.115e-05  8.648e-05   -0.592 0.554240    
## PC16        -1.241e-04  8.798e-05   -1.411 0.158568    
## PC17        -2.468e-05  8.775e-05   -0.281 0.778534    
## PC18         3.240e-05  8.898e-05    0.364 0.715764    
## PC19         1.772e-04  8.682e-05    2.041 0.041400 *  
## PC20        -1.165e-04  8.936e-05   -1.304 0.192500    
## PC21         2.492e-04  8.787e-05    2.836 0.004621 ** 
## PC22        -1.614e-04  8.739e-05   -1.847 0.064988 .  
## PC23         2.553e-04  8.809e-05    2.898 0.003806 ** 
## PC24         1.157e-05  9.135e-05    0.127 0.899194    
## PC25        -8.219e-06  8.962e-05   -0.092 0.926940    
## PC26         1.371e-04  9.018e-05    1.520 0.128711    
## PC27         3.299e-04  8.964e-05    3.680 0.000240 ***
## PC28        -1.172e-04  9.026e-05   -1.299 0.194273    
## PC29        -1.043e-04  8.747e-05   -1.192 0.233458    
## PC30         5.036e-05  8.824e-05    0.571 0.568275    
## PC31        -1.299e-04  8.869e-05   -1.465 0.143224    
## PC32        -4.201e-05  8.966e-05   -0.468 0.639494    
## PC33        -1.170e-04  9.065e-05   -1.291 0.196914    
## PC34        -3.022e-05  9.025e-05   -0.335 0.737752    
## PC35        -3.476e-05  9.159e-05   -0.379 0.704370    
## PC36        -1.574e-04  9.175e-05   -1.715 0.086476 .  
## PC37         2.081e-04  9.179e-05    2.267 0.023504 *  
## PC38        -2.917e-04  9.065e-05   -3.219 0.001312 ** 
## PC39         2.133e-04  8.936e-05    2.387 0.017082 *  
## PC40        -7.999e-05  9.001e-05   -0.889 0.374286    
## PC41        -2.158e-08  9.198e-05    0.000 0.999813    
## PC42         6.140e-06  9.199e-05    0.067 0.946788    
## PC43        -3.236e-04  9.189e-05   -3.522 0.000440 ***
## PC44        -7.438e-05  8.973e-05   -0.829 0.407253    
## PC45        -1.531e-04  9.204e-05   -1.663 0.096503 .  
## PC46        -1.833e-04  9.206e-05   -1.991 0.046658 *  
## PC47        -1.244e-04  9.410e-05   -1.322 0.186499    
## PC48        -3.283e-05  8.915e-05   -0.368 0.712777    
## PC49         2.105e-04  9.109e-05    2.311 0.020929 *  
## PC50        -2.204e-05  9.062e-05   -0.243 0.807871    
## PC51        -6.971e-05  9.280e-05   -0.751 0.452630    
## PC52         8.178e-05  9.408e-05    0.869 0.384852    
## PC53        -1.964e-04  9.124e-05   -2.153 0.031485 *  
## PC54         3.781e-05  9.146e-05    0.413 0.679383    
## PC55         8.559e-05  9.349e-05    0.915 0.360101    
## PC56        -1.893e-04  9.269e-05   -2.042 0.041304 *  
## PC57         1.022e-04  9.350e-05    1.093 0.274330    
## PC58         1.483e-05  9.458e-05    0.157 0.875403    
## PC59        -1.446e-04  9.146e-05   -1.581 0.114146    
## PC60        -3.854e-04  9.255e-05   -4.165 3.27e-05 ***
## PC61        -6.070e-05  9.110e-05   -0.666 0.505346    
## PC62         1.149e-05  9.262e-05    0.124 0.901274    
## PC63        -1.153e-05  9.401e-05   -0.123 0.902433    
## PC64         1.832e-05  9.425e-05    0.194 0.845892    
## PC65        -3.820e-04  9.418e-05   -4.056 5.21e-05 ***
## PC66         1.103e-04  9.260e-05    1.191 0.233967    
## PC67         3.363e-04  9.299e-05    3.616 0.000308 ***
## PC68         6.441e-07  9.335e-05    0.007 0.994495    
## PC69        -9.244e-05  9.336e-05   -0.990 0.322260    
## PC70         1.555e-06  9.377e-05    0.017 0.986773    
## PC71        -4.682e-05  9.317e-05   -0.503 0.615359    
## PC72        -1.954e-04  9.371e-05   -2.085 0.037228 *  
## PC73         2.081e-04  9.452e-05    2.201 0.027854 *  
## PC74         7.467e-05  9.287e-05    0.804 0.421494    
## PC75        -5.196e-05  9.317e-05   -0.558 0.577121    
## PC76         1.406e-04  9.293e-05    1.513 0.130396    
## PC77        -5.849e-05  9.305e-05   -0.629 0.529711    
## PC78         5.806e-05  9.431e-05    0.616 0.538213    
## PC79        -4.748e-05  9.485e-05   -0.501 0.616740    
## PC80         2.312e-04  9.392e-05    2.462 0.013926 *  
## PC81        -1.401e-04  9.630e-05   -1.454 0.146018    
## PC82        -2.104e-05  9.700e-05   -0.217 0.828284    
## PC83         3.102e-05  9.444e-05    0.328 0.742615    
## PC84        -2.112e-04  9.439e-05   -2.238 0.025368 *  
## PC85         3.891e-04  9.653e-05    4.031 5.80e-05 ***
## PC86        -4.821e-04  9.485e-05   -5.083 4.11e-07 ***
## PC87         1.544e-04  9.371e-05    1.647 0.099711 .  
## PC88        -1.060e-04  9.612e-05   -1.103 0.270163    
## PC89        -4.134e-04  9.490e-05   -4.356 1.40e-05 ***
## PC90        -1.912e-04  9.568e-05   -1.999 0.045789 *  
## PC91         2.047e-04  9.936e-05    2.060 0.039564 *  
## PC92        -3.143e-04  9.591e-05   -3.277 0.001068 ** 
## PC93        -7.306e-05  9.654e-05   -0.757 0.449319    
## PC94         1.914e-04  9.604e-05    1.993 0.046456 *  
## PC95         1.504e-04  9.670e-05    1.555 0.120020    
## PC96         5.186e-05  9.842e-05    0.527 0.598326    
## PC97         5.692e-05  9.660e-05    0.589 0.555784    
## PC98         2.715e-04  9.730e-05    2.790 0.005328 ** 
## PC99        -4.018e-04  9.768e-05   -4.114 4.08e-05 ***
## PC100        1.075e-04  9.688e-05    1.110 0.267156    
## PC101        6.220e-05  9.664e-05    0.644 0.519885    
## PC102       -8.531e-05  9.641e-05   -0.885 0.376364    
## PC103       -1.692e-04  9.432e-05   -1.793 0.073090 .  
## PC104       -8.570e-05  9.810e-05   -0.874 0.382451    
## PC105       -1.037e-04  9.778e-05   -1.061 0.289005    
## PC106       -3.413e-04  9.662e-05   -3.532 0.000423 ***
## PC107        3.724e-05  9.855e-05    0.378 0.705525    
## PC108       -2.369e-04  9.711e-05   -2.440 0.014788 *  
## PC109        2.864e-04  9.989e-05    2.867 0.004191 ** 
## PC110       -5.619e-05  9.836e-05   -0.571 0.567914    
## PC111       -1.466e-04  9.722e-05   -1.508 0.131632    
## PC112       -4.628e-05  9.929e-05   -0.466 0.641215    
## PC113       -3.396e-05  9.936e-05   -0.342 0.732542    
## PC114        4.004e-05  9.823e-05    0.408 0.683606    
## PC115        9.340e-05  9.863e-05    0.947 0.343763    
## PC116       -1.578e-04  9.877e-05   -1.597 0.110346    
## PC117       -1.739e-04  9.955e-05   -1.747 0.080857 .  
## PC118       -3.711e-05  1.005e-04   -0.369 0.711972    
## PC119        9.039e-05  9.824e-05    0.920 0.357676    
## PC120        9.746e-05  9.946e-05    0.980 0.327265    
## PC121        1.170e-04  9.997e-05    1.170 0.242200    
## PC122        3.130e-04  9.895e-05    3.163 0.001589 ** 
## PC123        2.279e-04  1.006e-04    2.266 0.023546 *  
## PC124       -2.939e-04  9.786e-05   -3.003 0.002713 ** 
## PC125       -1.710e-05  1.008e-04   -0.170 0.865319    
## PC126       -2.777e-04  1.008e-04   -2.754 0.005940 ** 
## PC127        2.775e-04  9.874e-05    2.810 0.005009 ** 
## PC128       -6.159e-06  9.978e-05   -0.062 0.950790    
## PC129        2.014e-04  1.000e-04    2.013 0.044271 *  
## PC130        4.010e-05  9.994e-05    0.401 0.688266    
## PC131       -2.162e-04  1.027e-04   -2.105 0.035413 *  
## PC132       -5.600e-05  1.013e-04   -0.553 0.580561    
## PC133        1.022e-04  1.008e-04    1.014 0.310958    
## PC134        2.946e-04  1.008e-04    2.923 0.003513 ** 
## PC135       -2.416e-04  1.012e-04   -2.389 0.017005 *  
## PC136        2.166e-04  1.038e-04    2.086 0.037097 *  
## PC137        1.691e-04  1.025e-04    1.650 0.099042 .  
## PC138        1.135e-04  1.018e-04    1.116 0.264704    
## PC139        1.634e-04  1.010e-04    1.619 0.105712    
## PC140       -2.631e-04  1.037e-04   -2.536 0.011299 *  
## PC141        3.038e-05  1.011e-04    0.300 0.763851    
## PC142        5.938e-05  1.020e-04    0.582 0.560543    
## PC143       -1.718e-04  1.017e-04   -1.690 0.091266 .  
## PC144       -1.195e-04  1.019e-04   -1.173 0.240959    
## PC145       -6.446e-05  1.028e-04   -0.627 0.530732    
## PC146        3.415e-04  1.019e-04    3.351 0.000823 ***
## PC147        5.929e-05  1.059e-04    0.560 0.575760    
## PC148       -3.602e-04  1.035e-04   -3.478 0.000517 ***
## PC149        1.875e-04  1.024e-04    1.832 0.067172 .  
## PC150       -6.692e-05  1.004e-04   -0.666 0.505335    
## PC151        1.892e-04  1.024e-04    1.847 0.064925 .  
## PC152       -1.410e-04  1.028e-04   -1.372 0.170258    
## PC153        2.917e-05  1.047e-04    0.279 0.780555    
## PC154       -1.590e-04  1.048e-04   -1.516 0.129623    
## PC155       -4.842e-05  1.026e-04   -0.472 0.637171    
## PC156       -2.803e-04  1.038e-04   -2.700 0.006997 ** 
## PC157        5.792e-04  1.035e-04    5.594 2.57e-08 ***
## PC158       -2.454e-04  1.066e-04   -2.302 0.021441 *  
## PC159       -9.485e-05  1.025e-04   -0.925 0.354945    
## PC160       -3.170e-05  1.033e-04   -0.307 0.758913    
## PC161        3.793e-05  1.029e-04    0.369 0.712404    
## PC162        2.123e-05  1.026e-04    0.207 0.836066    
## PC163       -4.615e-05  1.027e-04   -0.449 0.653264    
## PC164       -3.788e-04  1.042e-04   -3.636 0.000285 ***
## PC165       -3.556e-04  1.041e-04   -3.416 0.000651 ***
## PC166        2.921e-06  1.033e-04    0.028 0.977447    
## PC167        1.960e-04  1.032e-04    1.898 0.057800 .  
## PC168        2.662e-04  1.054e-04    2.526 0.011613 *  
## PC169       -1.392e-04  1.054e-04   -1.321 0.186601    
## PC170        1.708e-04  1.034e-04    1.652 0.098659 .  
## PC171       -4.930e-04  1.036e-04   -4.758 2.12e-06 ***
## PC172        5.211e-06  1.067e-04    0.049 0.961066    
## PC173       -2.302e-05  1.030e-04   -0.223 0.823175    
## PC174        2.333e-04  1.089e-04    2.142 0.032367 *  
## PC175       -2.835e-04  1.049e-04   -2.702 0.006967 ** 
## PC176       -7.432e-05  1.094e-04   -0.679 0.497091    
## PC177       -3.086e-04  1.056e-04   -2.921 0.003531 ** 
## PC178        1.377e-04  1.074e-04    1.282 0.200172    
## PC179       -2.398e-04  1.072e-04   -2.236 0.025483 *  
## PC180       -3.181e-05  1.056e-04   -0.301 0.763292    
## PC181        4.401e-04  1.041e-04    4.227 2.49e-05 ***
## PC182        1.007e-04  1.054e-04    0.955 0.339514    
## PC183        6.249e-05  1.042e-04    0.600 0.548827    
## PC184       -7.590e-05  1.041e-04   -0.729 0.465867    
## PC185        1.682e-04  1.071e-04    1.570 0.116630    
## PC186        5.637e-04  1.078e-04    5.230 1.90e-07 ***
## PC187        8.086e-05  1.083e-04    0.747 0.455237    
## PC188        8.746e-05  1.075e-04    0.814 0.415959    
## PC189       -1.641e-04  1.071e-04   -1.532 0.125581    
## PC190       -1.353e-04  1.070e-04   -1.265 0.206163    
## PC191        5.052e-06  1.077e-04    0.047 0.962602    
## PC192        4.498e-04  1.095e-04    4.107 4.19e-05 ***
## PC193       -1.436e-04  1.070e-04   -1.342 0.179827    
## PC194        6.629e-05  1.074e-04    0.617 0.537294    
## PC195        2.291e-04  1.085e-04    2.110 0.034981 *  
## PC196       -1.134e-04  1.111e-04   -1.020 0.307899    
## PC197        4.567e-04  1.079e-04    4.233 2.43e-05 ***
## PC198        6.779e-05  1.087e-04    0.624 0.532846    
## PC199        9.111e-05  1.078e-04    0.845 0.398298    
## PC200        4.206e-04  1.097e-04    3.835 0.000130 ***
## PC201       -1.839e-04  1.115e-04   -1.650 0.099107 .  
## PC202        2.660e-04  1.085e-04    2.452 0.014318 *  
## PC203       -1.875e-06  1.117e-04   -0.017 0.986603    
## PC204        2.531e-04  1.115e-04    2.269 0.023371 *  
## PC205        7.328e-05  1.112e-04    0.659 0.509839    
## PC206        1.147e-04  1.100e-04    1.043 0.297054    
## PC207        4.871e-05  1.130e-04    0.431 0.666384    
## PC208       -1.480e-04  1.117e-04   -1.324 0.185540    
## PC209        1.189e-04  1.108e-04    1.074 0.283120    
## PC210        3.861e-04  1.097e-04    3.521 0.000440 ***
## PC211       -2.746e-04  1.119e-04   -2.454 0.014207 *  
## PC212       -2.377e-04  1.122e-04   -2.118 0.034306 *  
## PC213       -1.428e-04  1.143e-04   -1.250 0.211536    
## PC214       -4.001e-04  1.130e-04   -3.541 0.000409 ***
## PC215       -3.481e-04  1.117e-04   -3.117 0.001857 ** 
## PC216       -2.301e-04  1.117e-04   -2.060 0.039588 *  
## PC217       -2.635e-05  1.133e-04   -0.233 0.816060    
## PC218        1.195e-04  1.133e-04    1.054 0.291803    
## PC219        4.265e-04  1.140e-04    3.743 0.000188 ***
## PC220       -6.750e-05  1.169e-04   -0.577 0.563759    
## PC221        3.555e-04  1.182e-04    3.007 0.002680 ** 
## PC222        1.440e-04  1.183e-04    1.217 0.223692    
## PC223        8.891e-05  1.208e-04    0.736 0.461814    
## PC224       -3.112e-04  1.217e-04   -2.557 0.010639 *  
## PC225        4.128e-04  1.212e-04    3.406 0.000674 ***
## PC226       -1.047e-04  1.228e-04   -0.852 0.394221    
## PC227       -3.759e-05  1.265e-04   -0.297 0.766321    
## PC228       -8.139e-04  1.268e-04   -6.419 1.76e-10 ***
## PC229        2.490e-04  1.266e-04    1.967 0.049326 *  
## PC230       -3.979e-04  1.306e-04   -3.047 0.002344 ** 
## PC231       -1.061e-03  1.348e-04   -7.869 6.22e-15 ***
## PC232        6.976e-04  1.330e-04    5.244 1.77e-07 ***
## PC233        5.798e-04  1.354e-04    4.281 1.96e-05 ***
## PC234       -3.710e-05  1.355e-04   -0.274 0.784237    
## PC235       -7.425e-05  1.393e-04   -0.533 0.593975    
## PC236        1.447e-04  1.422e-04    1.017 0.309149    
## PC237        8.371e-04  1.449e-04    5.776 9.05e-09 ***
## PC238        7.427e-04  1.476e-04    5.034 5.30e-07 ***
## PC239       -2.882e-03  1.534e-04  -18.782  < 2e-16 ***
## PC240        4.877e-04  1.780e-04    2.739 0.006226 ** 
## PC241       -3.082e-05  1.778e-04   -0.173 0.862432    
## PC242        5.465e-04  1.730e-04    3.158 0.001614 ** 
## PC243        9.260e-05  1.721e-04    0.538 0.590566    
## PC244       -3.014e-04  1.736e-04   -1.736 0.082812 .  
## PC245       -3.947e-04  1.679e-04   -2.351 0.018838 *  
## PC246        9.488e-05  1.704e-04    0.557 0.577664    
## PC247        1.707e-04  1.749e-04    0.976 0.329073    
## PC248        7.825e-05  1.701e-04    0.460 0.645610    
## PC249       -2.716e-04  1.759e-04   -1.544 0.122707    
## PC250       -4.125e-05  1.698e-04   -0.243 0.808118    
## PC251        7.198e-05  1.773e-04    0.406 0.684794    
## PC252       -1.858e-04  1.701e-04   -1.092 0.274999    
## PC253       -1.748e-04  1.750e-04   -0.999 0.317829    
## PC254        9.493e-05  1.753e-04    0.541 0.588236    
## PC255       -6.774e-05  1.772e-04   -0.382 0.702289    
## PC256        1.107e-04  1.793e-04    0.618 0.536882    
## PC257        1.165e-04  1.753e-04    0.664 0.506468    
## PC258        9.879e-05  1.764e-04    0.560 0.575499    
## PC259        1.919e-05  1.730e-04    0.111 0.911680    
## PC260       -1.485e-04  1.727e-04   -0.860 0.390149    
## PC261       -1.564e-05  1.778e-04   -0.088 0.929923    
## PC262        2.548e-04  1.763e-04    1.445 0.148608    
## PC263        1.339e-05  1.774e-04    0.076 0.939824    
## PC264        1.796e-05  1.718e-04    0.105 0.916727    
## PC265       -2.495e-04  1.782e-04   -1.400 0.161695    
## PC266        2.436e-04  1.759e-04    1.385 0.166181    
## PC267       -4.563e-05  1.772e-04   -0.257 0.796846    
## PC268       -7.570e-05  1.769e-04   -0.428 0.668780    
## PC269        3.463e-04  1.761e-04    1.967 0.049371 *  
## PC270        2.379e-05  1.768e-04    0.135 0.892981    
## PC271        2.168e-04  1.763e-04    1.230 0.218779    
## PC272       -2.150e-04  1.792e-04   -1.200 0.230251    
## PC273        1.188e-04  1.800e-04    0.660 0.509162    
## PC274       -2.872e-04  1.803e-04   -1.593 0.111361    
## PC275       -5.048e-06  1.775e-04   -0.028 0.977320    
## PC276       -1.282e-04  1.724e-04   -0.744 0.457125    
## PC277        2.690e-04  1.792e-04    1.501 0.133488    
## PC278        7.558e-05  1.748e-04    0.432 0.665465    
## PC279        1.603e-04  1.765e-04    0.908 0.363825    
## PC280       -3.205e-06  1.780e-04   -0.018 0.985632    
## PC281       -9.858e-05  1.813e-04   -0.544 0.586768    
## PC282       -2.474e-04  1.779e-04   -1.391 0.164518    
## PC283        3.632e-04  1.786e-04    2.033 0.042166 *  
## PC284        1.002e-04  1.761e-04    0.569 0.569504    
## PC285       -3.820e-04  1.816e-04   -2.103 0.035614 *  
## PC286        1.499e-04  1.786e-04    0.840 0.401184    
## PC287       -7.363e-05  1.742e-04   -0.423 0.672601    
## PC288       -1.208e-04  1.732e-04   -0.698 0.485504    
## PC289        2.702e-04  1.782e-04    1.516 0.129700    
## PC290       -7.401e-05  1.750e-04   -0.423 0.672421    
## PC291        2.287e-04  1.793e-04    1.276 0.202295    
## PC292        6.851e-05  1.699e-04    0.403 0.686909    
## PC293       -5.529e-04  1.767e-04   -3.130 0.001778 ** 
## PC294       -2.319e-04  1.764e-04   -1.315 0.188700    
## PC295       -8.978e-05  1.760e-04   -0.510 0.610022    
## PC296        1.997e-04  1.789e-04    1.116 0.264464    
## PC297       -2.529e-04  1.806e-04   -1.400 0.161610    
## PC298        5.837e-07  1.787e-04    0.003 0.997394    
## PC299       -1.486e-04  1.732e-04   -0.858 0.390971    
## PC300       -1.011e-04  1.769e-04   -0.571 0.567746    
## PC301       -3.626e-04  1.781e-04   -2.036 0.041913 *  
## PC302        4.043e-05  1.764e-04    0.229 0.818749    
## PC303        1.700e-04  1.761e-04    0.965 0.334599    
## PC304       -9.416e-05  1.813e-04   -0.519 0.603573    
## PC305       -1.891e-04  1.778e-04   -1.064 0.287700    
## PC306        1.768e-05  1.797e-04    0.098 0.921659    
## PC307        1.403e-04  1.774e-04    0.791 0.429047    
## PC308        1.795e-05  1.815e-04    0.099 0.921236    
## PC309        2.052e-04  1.736e-04    1.182 0.237365    
## PC310        2.136e-04  1.832e-04    1.166 0.243749    
## PC311        1.186e-04  1.807e-04    0.656 0.511702    
## PC312        4.189e-04  1.760e-04    2.380 0.017439 *  
## PC313        7.255e-05  1.740e-04    0.417 0.676823    
## PC314       -8.190e-05  1.728e-04   -0.474 0.635553    
## PC315       -2.308e-04  1.851e-04   -1.247 0.212528    
## PC316       -2.356e-04  1.775e-04   -1.327 0.184518    
## PC317       -4.620e-05  1.795e-04   -0.257 0.796920    
## PC318        1.130e-04  1.811e-04    0.624 0.532663    
## PC319       -3.049e-04  1.810e-04   -1.685 0.092168 .  
## PC320       -1.107e-04  1.796e-04   -0.617 0.537551    
## PC321        2.374e-05  1.784e-04    0.133 0.894164    
## PC322       -2.020e-04  1.748e-04   -1.156 0.247940    
## PC323        7.729e-05  1.803e-04    0.429 0.668130    
## PC324       -7.038e-05  1.802e-04   -0.391 0.696107    
## PC325       -2.239e-04  1.771e-04   -1.264 0.206424    
## PC326       -8.265e-05  1.807e-04   -0.457 0.647444    
## PC327       -1.166e-04  1.808e-04   -0.645 0.518959    
## PC328       -1.896e-04  1.786e-04   -1.062 0.288463    
## PC329        1.734e-04  1.815e-04    0.956 0.339336    
## PC330       -2.939e-04  1.745e-04   -1.684 0.092332 .  
## PC331       -3.609e-04  1.759e-04   -2.051 0.040372 *  
## PC332        2.178e-04  1.799e-04    1.211 0.226022    
## PC333        2.575e-04  1.802e-04    1.429 0.153113    
## PC334        3.150e-05  1.811e-04    0.174 0.861966    
## PC335       -1.816e-04  1.808e-04   -1.004 0.315374    
## PC336       -8.745e-05  1.776e-04   -0.492 0.622574    
## PC337        2.754e-04  1.786e-04    1.542 0.123139    
## PC338        1.089e-04  1.798e-04    0.606 0.544810    
## PC339        6.216e-05  1.805e-04    0.344 0.730593    
## PC340       -3.470e-04  1.793e-04   -1.936 0.053086 .  
## PC341       -9.884e-05  1.792e-04   -0.551 0.581363    
## PC342       -2.621e-04  1.783e-04   -1.470 0.141788    
## PC343        2.951e-05  1.766e-04    0.167 0.867344    
## PC344       -1.196e-04  1.745e-04   -0.686 0.493009    
## PC345        1.083e-04  1.823e-04    0.594 0.552467    
## PC346        1.735e-04  1.789e-04    0.969 0.332508    
## PC347       -2.244e-04  1.807e-04   -1.242 0.214319    
## PC348       -2.203e-04  1.780e-04   -1.238 0.216045    
## PC349        1.353e-04  1.787e-04    0.757 0.449187    
## PC350        7.431e-05  1.824e-04    0.407 0.683708    
## PC351        3.271e-04  1.781e-04    1.837 0.066424 .  
## PC352       -1.304e-04  1.800e-04   -0.724 0.468885    
## PC353        1.714e-04  1.818e-04    0.942 0.346109    
## PC354        3.381e-04  1.776e-04    1.903 0.057141 .  
## PC355       -3.570e-04  1.793e-04   -1.992 0.046572 *  
## PC356        6.128e-04  1.818e-04    3.370 0.000768 ***
## PC357        5.866e-04  1.806e-04    3.248 0.001182 ** 
## PC358       -2.426e-04  1.805e-04   -1.344 0.179035    
## PC359       -5.999e-05  1.789e-04   -0.335 0.737390    
## PC360        6.803e-05  1.800e-04    0.378 0.705599    
## PC361        1.352e-05  1.823e-04    0.074 0.940865    
## PC362        1.693e-04  1.788e-04    0.947 0.343830    
## PC363        2.192e-04  1.789e-04    1.226 0.220464    
## PC364        1.131e-04  1.818e-04    0.622 0.533975    
## PC365       -1.298e-04  1.753e-04   -0.740 0.459331    
## PC366        1.363e-04  1.796e-04    0.759 0.448096    
## PC367        2.302e-04  1.774e-04    1.297 0.194750    
## PC368        3.334e-04  1.817e-04    1.835 0.066674 .  
## PC369        1.627e-05  1.807e-04    0.090 0.928233    
## PC370        1.281e-04  1.808e-04    0.709 0.478616    
## PC371       -3.589e-04  1.885e-04   -1.904 0.057050 .  
## PC372       -6.778e-05  1.821e-04   -0.372 0.709711    
## PC373       -9.285e-05  1.831e-04   -0.507 0.612225    
## PC374       -4.809e-05  1.836e-04   -0.262 0.793341    
## PC375        3.623e-05  1.791e-04    0.202 0.839681    
## PC376        2.568e-04  1.879e-04    1.367 0.171773    
## PC377       -9.124e-05  1.803e-04   -0.506 0.612803    
## PC378       -2.628e-04  1.834e-04   -1.433 0.152073    
## PC379       -3.659e-05  1.831e-04   -0.200 0.841609    
## PC380       -1.569e-04  1.813e-04   -0.866 0.386875    
## PC381       -9.397e-05  1.851e-04   -0.508 0.611810    
## PC382        4.004e-05  1.837e-04    0.218 0.827465    
## PC383        2.102e-04  1.792e-04    1.173 0.240830    
## PC384        4.682e-06  1.816e-04    0.026 0.979437    
## PC385        2.456e-04  1.806e-04    1.360 0.173907    
## PC386       -1.540e-04  1.809e-04   -0.851 0.394777    
## PC387       -2.427e-04  1.839e-04   -1.320 0.187025    
## PC388       -1.902e-04  1.844e-04   -1.031 0.302452    
## PC389       -3.343e-04  1.870e-04   -1.788 0.073984 .  
## PC390        3.157e-04  1.787e-04    1.767 0.077449 .  
## PC391        3.482e-04  1.753e-04    1.987 0.047129 *  
## PC392        4.524e-04  1.831e-04    2.471 0.013572 *  
## PC393       -1.773e-04  1.751e-04   -1.012 0.311493    
## PC394       -1.409e-04  1.857e-04   -0.759 0.448180    
## PC395       -4.947e-05  1.803e-04   -0.274 0.783825    
## PC396        2.631e-04  1.819e-04    1.446 0.148356    
## PC397       -3.440e-04  1.813e-04   -1.898 0.057886 .  
## PC398        4.869e-05  1.855e-04    0.263 0.792945    
## PC399       -2.748e-04  1.802e-04   -1.525 0.127385    
## PC400        3.392e-06  1.771e-04    0.019 0.984725    
## PC401       -1.681e-04  1.800e-04   -0.934 0.350297    
## PC402        2.273e-04  1.818e-04    1.250 0.211561    
## PC403       -4.748e-06  1.806e-04   -0.026 0.979028    
## PC404        2.524e-04  1.832e-04    1.378 0.168452    
## PC405       -4.918e-04  1.805e-04   -2.724 0.006506 ** 
## PC406       -1.074e-05  1.809e-04   -0.059 0.952673    
## PC407       -3.064e-04  1.817e-04   -1.687 0.091801 .  
## PC408        1.303e-04  1.840e-04    0.708 0.479115    
## PC409       -2.022e-05  1.806e-04   -0.112 0.910894    
## PC410        3.884e-05  1.816e-04    0.214 0.830699    
## PC411        1.223e-04  1.784e-04    0.686 0.492857    
## PC412       -3.703e-04  1.807e-04   -2.049 0.040600 *  
## PC413        1.926e-04  1.842e-04    1.046 0.295859    
## PC414       -1.540e-05  1.811e-04   -0.085 0.932243    
## PC415       -3.406e-04  1.840e-04   -1.851 0.064369 .  
## PC416       -1.315e-04  1.868e-04   -0.704 0.481524    
## PC417        3.035e-05  1.873e-04    0.162 0.871314    
## PC418        7.208e-05  1.798e-04    0.401 0.688532    
## PC419       -1.302e-05  1.830e-04   -0.071 0.943274    
## PC420        1.599e-04  1.849e-04    0.865 0.387257    
## PC421       -7.858e-05  1.814e-04   -0.433 0.664988    
## PC422       -1.511e-04  1.843e-04   -0.820 0.412384    
## PC423        1.333e-04  1.863e-04    0.716 0.474343    
## PC424        8.415e-05  1.800e-04    0.467 0.640213    
## PC425        4.066e-04  1.897e-04    2.143 0.032228 *  
## PC426       -6.534e-05  1.834e-04   -0.356 0.721737    
## PC427        8.759e-05  1.783e-04    0.491 0.623298    
## PC428        3.147e-05  1.793e-04    0.176 0.860675    
## PC429        7.980e-05  1.829e-04    0.436 0.662726    
## PC430        1.117e-04  1.773e-04    0.630 0.528788    
## PC431       -6.051e-05  1.841e-04   -0.329 0.742369    
## PC432       -3.542e-05  1.824e-04   -0.194 0.846049    
## PC433        7.693e-05  1.811e-04    0.425 0.670956    
## PC434       -9.771e-05  1.801e-04   -0.543 0.587441    
## PC435       -4.774e-05  1.872e-04   -0.255 0.798720    
## PC436       -7.682e-04  1.873e-04   -4.101 4.30e-05 ***
## PC437       -2.795e-04  1.814e-04   -1.541 0.123548    
## PC438       -6.362e-05  1.813e-04   -0.351 0.725684    
## PC439        2.048e-05  1.855e-04    0.110 0.912079    
## PC440       -1.391e-04  1.764e-04   -0.788 0.430532    
## PC441       -3.846e-04  1.867e-04   -2.060 0.039554 *  
## PC442       -1.671e-04  1.835e-04   -0.911 0.362476    
## PC443        4.757e-05  1.806e-04    0.263 0.792238    
## PC444       -9.666e-06  1.771e-04   -0.055 0.956469    
## PC445       -1.533e-04  1.855e-04   -0.826 0.408881    
## PC446        6.690e-05  1.825e-04    0.367 0.713929    
## PC447       -6.824e-05  1.850e-04   -0.369 0.712316    
## PC448       -5.626e-05  1.849e-04   -0.304 0.760900    
## PC449       -1.886e-04  1.822e-04   -1.035 0.300634    
## PC450        4.540e-04  1.833e-04    2.476 0.013375 *  
## PC451        8.327e-06  1.851e-04    0.045 0.964117    
## PC452       -9.280e-05  1.848e-04   -0.502 0.615694    
## PC453        4.628e-05  1.807e-04    0.256 0.797856    
## PC454       -9.090e-05  1.812e-04   -0.502 0.615975    
## PC455       -1.603e-04  1.860e-04   -0.862 0.388912    
## PC456       -2.179e-04  1.843e-04   -1.182 0.237242    
## PC457       -1.344e-04  1.834e-04   -0.733 0.463769    
## PC458        1.373e-04  1.820e-04    0.754 0.450823    
## PC459        1.785e-04  1.837e-04    0.972 0.331192    
## PC460       -7.838e-05  1.852e-04   -0.423 0.672150    
## PC461        9.124e-05  1.807e-04    0.505 0.613588    
## PC462       -8.185e-05  1.875e-04   -0.437 0.662461    
## PC463        4.141e-05  1.825e-04    0.227 0.820562    
## PC464       -1.326e-04  1.880e-04   -0.706 0.480538    
## PC465        1.609e-04  1.866e-04    0.862 0.388691    
## PC466       -8.319e-05  1.818e-04   -0.458 0.647263    
## PC467        3.792e-04  1.815e-04    2.089 0.036856 *  
## PC468       -2.394e-04  1.878e-04   -1.275 0.202370    
## PC469        8.228e-05  1.856e-04    0.443 0.657587    
## PC470       -1.843e-04  1.873e-04   -0.984 0.325094    
## PC471       -3.402e-04  1.822e-04   -1.867 0.062059 .  
## PC472       -6.140e-04  1.857e-04   -3.306 0.000964 ***
## PC473       -5.151e-05  1.836e-04   -0.281 0.779067    
## PC474        1.284e-04  1.840e-04    0.698 0.485358    
## PC475       -2.247e-04  1.848e-04   -1.216 0.224269    
## PC476        7.602e-05  1.804e-04    0.421 0.673519    
## PC477        2.132e-05  1.848e-04    0.115 0.908176    
## PC478       -3.709e-05  1.874e-04   -0.198 0.843139    
## PC479       -6.210e-05  1.844e-04   -0.337 0.736262    
## PC480       -4.176e-05  1.836e-04   -0.227 0.820068    
## PC481       -3.117e-04  1.835e-04   -1.698 0.089666 .  
## PC482       -1.053e-04  1.844e-04   -0.571 0.568086    
## PC483       -1.195e-04  1.829e-04   -0.653 0.513662    
## PC484        1.147e-04  1.799e-04    0.638 0.523782    
## PC485       -2.053e-04  1.807e-04   -1.136 0.256241    
## PC486        2.507e-04  1.847e-04    1.358 0.174761    
## PC487       -3.220e-05  1.864e-04   -0.173 0.862884    
## PC488       -4.006e-04  1.814e-04   -2.208 0.027385 *  
## PC489       -2.673e-05  1.857e-04   -0.144 0.885570    
## PC490       -6.397e-06  1.847e-04   -0.035 0.972368    
## PC491        6.548e-05  1.888e-04    0.347 0.728701    
## PC492        2.364e-04  1.788e-04    1.322 0.186279    
## PC493       -1.118e-04  1.833e-04   -0.610 0.541968    
## PC494       -1.013e-04  1.872e-04   -0.541 0.588610    
## PC495        3.391e-04  1.891e-04    1.793 0.073078 .  
## PC496        2.237e-04  1.866e-04    1.199 0.230704    
## PC497        1.592e-04  1.842e-04    0.864 0.387529    
## PC498       -1.188e-04  1.836e-04   -0.647 0.517794    
## PC499        2.246e-04  1.830e-04    1.227 0.219810    
## PC500        1.438e-05  1.865e-04    0.077 0.938568    
## PC501       -3.725e-04  1.852e-04   -2.012 0.044372 *  
## PC502       -1.036e-04  1.906e-04   -0.543 0.586892    
## PC503       -1.279e-04  1.864e-04   -0.686 0.492840    
## PC504       -9.144e-05  1.904e-04   -0.480 0.631097    
## PC505        5.571e-04  1.840e-04    3.027 0.002504 ** 
## PC506        1.335e-04  1.876e-04    0.711 0.476912    
## PC507        1.915e-05  1.837e-04    0.104 0.916985    
## PC508        4.707e-05  1.864e-04    0.252 0.800687    
## PC509        1.023e-05  1.836e-04    0.056 0.955569    
## PC510       -1.942e-04  1.843e-04   -1.054 0.292200    
## PC511       -1.457e-05  1.860e-04   -0.078 0.937572    
## PC512        9.433e-06  1.871e-04    0.050 0.959797    
## PC513        8.357e-06  1.846e-04    0.045 0.963906    
## PC514        5.755e-05  1.850e-04    0.311 0.755781    
## PC515        3.110e-04  1.900e-04    1.637 0.101880    
## PC516        1.639e-04  1.838e-04    0.892 0.372692    
## PC517       -8.282e-05  1.822e-04   -0.455 0.649449    
## PC518       -1.635e-05  1.848e-04   -0.088 0.929517    
## PC519       -1.507e-04  1.883e-04   -0.800 0.423549    
## PC520        1.299e-04  1.813e-04    0.716 0.473784    
## PC521       -1.939e-04  1.838e-04   -1.055 0.291475    
## PC522        1.236e-04  1.836e-04    0.673 0.500888    
## PC523       -9.914e-05  1.809e-04   -0.548 0.583683    
## PC524       -1.315e-04  1.873e-04   -0.702 0.482825    
## PC525       -1.889e-04  1.812e-04   -1.042 0.297356    
## PC526        6.909e-05  1.846e-04    0.374 0.708278    
## PC527        1.784e-04  1.857e-04    0.961 0.336865    
## PC528        3.584e-06  1.908e-04    0.019 0.985015    
## PC529        1.170e-04  1.814e-04    0.645 0.519006    
## PC530        4.477e-05  1.861e-04    0.241 0.809935    
## PC531       -1.584e-04  1.870e-04   -0.847 0.396891    
## PC532       -2.683e-04  1.836e-04   -1.461 0.144134    
## PC533       -5.264e-05  1.857e-04   -0.283 0.776846    
## PC534        7.868e-05  1.825e-04    0.431 0.666378    
## PC535       -1.371e-05  1.884e-04   -0.073 0.942009    
## PC536        3.181e-04  1.817e-04    1.750 0.080209 .  
## PC537        7.805e-05  1.882e-04    0.415 0.678423    
## PC538       -3.169e-04  1.850e-04   -1.713 0.086840 .  
## PC539       -2.288e-04  1.843e-04   -1.241 0.214654    
## PC540        1.524e-04  1.857e-04    0.821 0.411904    
## PC541        2.984e-04  1.878e-04    1.589 0.112260    
## PC542       -2.634e-04  1.846e-04   -1.427 0.153802    
## PC543       -9.211e-05  1.861e-04   -0.495 0.620633    
## PC544        1.829e-04  1.868e-04    0.979 0.327546    
## PC545       -5.525e-05  1.898e-04   -0.291 0.771024    
## PC546       -2.552e-05  1.850e-04   -0.138 0.890304    
## PC547        2.556e-04  1.897e-04    1.347 0.178078    
## PC548        1.077e-04  1.794e-04    0.600 0.548559    
## PC549        3.495e-05  1.855e-04    0.188 0.850596    
## PC550        5.092e-04  1.863e-04    2.733 0.006340 ** 
## PC551        1.909e-04  1.834e-04    1.041 0.298044    
## PC552        8.168e-05  1.850e-04    0.442 0.658892    
## PC553       -2.810e-04  1.873e-04   -1.500 0.133831    
## PC554       -3.019e-04  1.857e-04   -1.626 0.104201    
## PC555       -9.566e-05  1.900e-04   -0.503 0.614680    
## PC556       -2.440e-04  1.850e-04   -1.319 0.187423    
## PC557        1.885e-04  1.889e-04    0.998 0.318280    
## PC558        2.486e-04  1.868e-04    1.331 0.183359    
## PC559        1.602e-04  1.870e-04    0.856 0.391910    
## PC560        1.764e-04  1.821e-04    0.969 0.332679    
## PC561       -1.802e-04  1.911e-04   -0.943 0.345726    
## PC562        2.560e-06  1.872e-04    0.014 0.989091    
## PC563        7.584e-06  1.875e-04    0.040 0.967739    
## PC564        1.293e-05  1.885e-04    0.069 0.945312    
## PC565        9.912e-05  1.877e-04    0.528 0.597564    
## PC566        2.486e-04  1.845e-04    1.347 0.178101    
## PC567        1.344e-04  1.861e-04    0.722 0.470224    
## PC568        8.090e-05  1.850e-04    0.437 0.662011    
## PC569       -2.531e-04  1.876e-04   -1.349 0.177481    
## PC570        2.061e-04  1.899e-04    1.085 0.277914    
## PC571        2.650e-04  1.879e-04    1.410 0.158651    
## PC572        2.270e-04  1.873e-04    1.212 0.225736    
## PC573       -6.265e-05  1.915e-04   -0.327 0.743603    
## PC574       -7.084e-05  1.853e-04   -0.382 0.702336    
## PC575        1.264e-04  1.913e-04    0.661 0.508884    
## PC576        1.177e-04  1.874e-04    0.628 0.529904    
## PC577        3.023e-04  1.918e-04    1.576 0.115166    
## PC578        6.693e-05  1.936e-04    0.346 0.729545    
## PC579       -8.425e-05  1.881e-04   -0.448 0.654359    
## PC580       -5.188e-04  1.885e-04   -2.752 0.005986 ** 
## PC581        8.602e-05  1.880e-04    0.458 0.647362    
## PC582       -1.300e-04  1.866e-04   -0.697 0.486111    
## PC583        2.348e-04  1.905e-04    1.233 0.217900    
## PC584        5.567e-05  1.889e-04    0.295 0.768283    
## PC585       -2.398e-04  1.874e-04   -1.280 0.200830    
## PC586       -1.444e-04  1.842e-04   -0.784 0.432950    
## PC587       -2.348e-05  1.832e-04   -0.128 0.898026    
## PC588        2.616e-04  1.869e-04    1.400 0.161740    
## PC589        1.078e-04  1.841e-04    0.585 0.558406    
## PC590       -2.642e-04  1.908e-04   -1.384 0.166418    
## PC591        8.476e-05  1.915e-04    0.443 0.658083    
## PC592       -1.367e-04  1.843e-04   -0.742 0.458355    
## PC593       -2.154e-04  1.870e-04   -1.152 0.249647    
## PC594        1.853e-04  1.849e-04    1.002 0.316279    
## PC595        1.515e-04  1.875e-04    0.808 0.419332    
## PC596       -1.750e-04  1.839e-04   -0.952 0.341453    
## PC597        1.036e-04  1.888e-04    0.548 0.583453    
## PC598        4.839e-05  1.950e-04    0.248 0.804074    
## PC599       -2.443e-04  1.845e-04   -1.324 0.185628    
## PC600       -1.907e-04  1.907e-04   -1.000 0.317418    
## PC601        1.212e-04  1.820e-04    0.666 0.505589    
## PC602       -3.842e-05  1.885e-04   -0.204 0.838533    
## PC603        8.549e-05  1.883e-04    0.454 0.649865    
## PC604       -3.787e-04  1.892e-04   -2.002 0.045480 *  
## PC605        1.414e-04  1.858e-04    0.761 0.446959    
## PC606        3.024e-05  1.885e-04    0.160 0.872590    
## PC607       -1.587e-04  1.902e-04   -0.834 0.404120    
## PC608       -1.101e-04  1.863e-04   -0.591 0.554671    
## PC609       -6.417e-05  1.930e-04   -0.332 0.739599    
## PC610       -9.389e-06  1.869e-04   -0.050 0.959947    
## PC611       -3.796e-05  1.893e-04   -0.201 0.841112    
## PC612       -6.889e-05  1.868e-04   -0.369 0.712314    
## PC613        9.348e-07  1.827e-04    0.005 0.995919    
## PC614       -4.142e-06  1.885e-04   -0.022 0.982472    
## PC615       -1.844e-04  1.910e-04   -0.965 0.334608    
## PC616       -8.799e-05  1.845e-04   -0.477 0.633402    
## PC617        2.343e-04  1.927e-04    1.216 0.224303    
## PC618        6.824e-05  1.893e-04    0.360 0.718559    
## PC619        3.644e-05  1.851e-04    0.197 0.843947    
## PC620       -3.390e-04  1.878e-04   -1.806 0.071165 .  
## PC621        1.506e-04  1.888e-04    0.798 0.425038    
## PC622       -2.761e-04  1.958e-04   -1.410 0.158768    
## PC623        5.394e-04  1.874e-04    2.879 0.004036 ** 
## PC624        1.528e-05  1.845e-04    0.083 0.934033    
## PC625       -1.607e-04  1.911e-04   -0.841 0.400609    
## PC626        5.919e-06  1.840e-04    0.032 0.974340    
## PC627       -4.301e-05  1.876e-04   -0.229 0.818708    
## PC628       -6.957e-05  1.902e-04   -0.366 0.714536    
## PC629        2.017e-05  1.908e-04    0.106 0.915827    
## PC630        1.665e-04  1.885e-04    0.884 0.376998    
## PC631       -3.711e-05  1.886e-04   -0.197 0.844034    
## PC632       -5.830e-05  1.908e-04   -0.306 0.760012    
## PC633       -1.280e-04  1.917e-04   -0.668 0.504441    
## PC634       -6.052e-05  1.924e-04   -0.315 0.753117    
## PC635       -2.537e-05  1.906e-04   -0.133 0.894139    
## PC636       -5.475e-05  1.889e-04   -0.290 0.771905    
## PC637        1.929e-04  1.923e-04    1.003 0.315931    
## PC638        1.079e-04  1.910e-04    0.565 0.572218    
## PC639       -3.129e-05  1.907e-04   -0.164 0.869665    
## PC640       -2.251e-04  1.939e-04   -1.161 0.245883    
## PC641       -5.744e-05  1.883e-04   -0.305 0.760389    
## PC642        3.734e-04  1.909e-04    1.956 0.050669 .  
## PC643       -1.846e-04  1.954e-04   -0.945 0.344862    
## PC644        2.109e-04  1.894e-04    1.113 0.265728    
## PC645       -1.365e-05  1.932e-04   -0.071 0.943682    
## PC646        4.521e-04  1.899e-04    2.381 0.017384 *  
## PC647       -2.953e-04  1.872e-04   -1.577 0.114932    
## PC648       -2.511e-04  1.910e-04   -1.315 0.188707    
## PC649       -4.227e-05  1.870e-04   -0.226 0.821176    
## PC650       -1.159e-05  1.945e-04   -0.060 0.952483    
## PC651        2.810e-04  1.915e-04    1.467 0.142500    
## PC652       -1.932e-04  1.836e-04   -1.052 0.292818    
## PC653       -2.453e-04  1.889e-04   -1.299 0.194208    
## PC654        2.866e-04  1.869e-04    1.534 0.125307    
## PC655       -8.328e-05  1.852e-04   -0.450 0.653016    
## PC656        5.939e-05  1.886e-04    0.315 0.752876    
## PC657       -1.871e-04  1.891e-04   -0.989 0.322568    
## PC658        1.753e-04  1.898e-04    0.924 0.355714    
## PC659       -3.386e-04  1.911e-04   -1.772 0.076625 .  
## PC660        3.314e-04  1.953e-04    1.697 0.089874 .  
## PC661        7.621e-05  1.858e-04    0.410 0.681719    
## PC662       -1.860e-04  1.905e-04   -0.977 0.328879    
## PC663       -1.583e-04  1.895e-04   -0.835 0.403759    
## PC664        1.676e-04  1.856e-04    0.903 0.366708    
## PC665       -8.598e-05  1.903e-04   -0.452 0.651512    
## PC666       -2.730e-04  1.875e-04   -1.457 0.145395    
## PC667       -1.268e-04  1.861e-04   -0.681 0.495845    
## PC668       -2.313e-05  1.932e-04   -0.120 0.904696    
## PC669       -3.158e-04  1.853e-04   -1.705 0.088457 .  
## PC670        1.501e-04  1.864e-04    0.805 0.420990    
## PC671       -5.561e-05  1.947e-04   -0.286 0.775202    
## PC672        2.337e-04  1.865e-04    1.253 0.210204    
## PC673       -1.229e-04  1.908e-04   -0.644 0.519486    
## PC674        9.821e-05  1.921e-04    0.511 0.609256    
## PC675       -3.136e-04  1.869e-04   -1.678 0.093500 .  
## PC676       -1.103e-05  1.864e-04   -0.059 0.952823    
## PC677       -2.399e-04  1.860e-04   -1.290 0.197326    
## PC678       -1.472e-04  1.896e-04   -0.776 0.437609    
## PC679        4.366e-04  1.889e-04    2.312 0.020914 *  
## PC680       -1.561e-04  1.873e-04   -0.833 0.404754    
## PC681       -1.050e-05  1.897e-04   -0.055 0.955840    
## PC682       -1.336e-04  1.854e-04   -0.721 0.471275    
## PC683       -7.432e-05  1.913e-04   -0.389 0.697682    
## PC684        2.788e-05  1.916e-04    0.146 0.884321    
## PC685       -1.573e-04  1.918e-04   -0.820 0.412393    
## PC686        4.544e-06  1.899e-04    0.024 0.980914    
## PC687       -1.976e-04  1.902e-04   -1.039 0.299177    
## PC688        8.762e-05  1.899e-04    0.461 0.644512    
## PC689       -2.612e-04  1.938e-04   -1.348 0.177889    
## PC690        3.288e-05  1.915e-04    0.172 0.863678    
## PC691        9.406e-05  1.915e-04    0.491 0.623430    
## PC692        1.319e-04  1.887e-04    0.699 0.484408    
## PC693        2.555e-04  1.894e-04    1.349 0.177522    
## PC694       -2.106e-04  1.876e-04   -1.123 0.261657    
## PC695       -1.315e-04  1.926e-04   -0.683 0.494714    
## PC696       -1.202e-04  1.964e-04   -0.612 0.540663    
## PC697        4.974e-04  1.917e-04    2.594 0.009558 ** 
## PC698        8.345e-05  1.887e-04    0.442 0.658365    
## PC699        1.900e-04  1.898e-04    1.001 0.317113    
## PC700       -1.552e-05  1.893e-04   -0.082 0.934696    
## PC701       -7.359e-06  1.934e-04   -0.038 0.969658    
## PC702       -8.824e-05  1.917e-04   -0.460 0.645356    
## PC703        1.556e-04  1.907e-04    0.816 0.414702    
## PC704       -1.745e-04  1.882e-04   -0.927 0.353996    
## PC705       -3.108e-05  1.936e-04   -0.160 0.872517    
## PC706       -5.477e-04  1.914e-04   -2.862 0.004266 ** 
## PC707       -1.815e-04  1.924e-04   -0.944 0.345527    
## PC708       -2.808e-04  1.908e-04   -1.472 0.141326    
## PC709       -4.989e-04  1.877e-04   -2.658 0.007943 ** 
## PC710       -3.465e-04  1.922e-04   -1.802 0.071685 .  
## PC711        1.156e-04  1.878e-04    0.616 0.538093    
## PC712        9.665e-05  1.868e-04    0.517 0.604971    
## PC713        2.246e-04  1.875e-04    1.198 0.231091    
## PC714       -5.271e-05  1.879e-04   -0.281 0.779119    
## PC715        1.247e-04  1.895e-04    0.658 0.510684    
## PC716       -3.086e-04  1.937e-04   -1.593 0.111385    
## PC717       -4.278e-06  1.903e-04   -0.022 0.982067    
## PC718       -1.905e-04  1.921e-04   -0.992 0.321557    
## PC719        1.140e-04  1.923e-04    0.593 0.553340    
## PC720        2.994e-04  1.901e-04    1.575 0.115448    
## PC721       -5.522e-05  1.888e-04   -0.292 0.770005    
## PC722       -2.857e-05  1.947e-04   -0.147 0.883394    
## PC723       -3.911e-04  1.905e-04   -2.053 0.040238 *  
## PC724        1.330e-04  1.921e-04    0.692 0.488931    
## PC725       -6.512e-06  1.895e-04   -0.034 0.972597    
## PC726        4.520e-05  1.877e-04    0.241 0.809701    
## PC727       -4.985e-05  1.932e-04   -0.258 0.796406    
## PC728       -4.684e-04  1.874e-04   -2.499 0.012537 *  
## PC729        7.313e-06  1.936e-04    0.038 0.969877    
## PC730       -2.909e-05  1.870e-04   -0.156 0.876419    
## PC731        1.717e-04  1.936e-04    0.887 0.375131    
## PC732       -3.655e-04  1.929e-04   -1.895 0.058296 .  
## PC733        1.928e-04  1.936e-04    0.996 0.319450    
## PC734       -6.359e-05  1.900e-04   -0.335 0.737836    
## PC735       -1.185e-04  1.917e-04   -0.618 0.536509    
## PC736        1.227e-04  1.923e-04    0.638 0.523468    
## PC737        2.352e-04  1.901e-04    1.237 0.216213    
## PC738        8.121e-05  1.918e-04    0.423 0.672067    
## PC739        1.038e-05  1.901e-04    0.055 0.956448    
## PC740        1.029e-04  1.908e-04    0.539 0.589804    
## PC741       -2.187e-04  1.937e-04   -1.130 0.258828    
## PC742       -1.116e-04  1.916e-04   -0.582 0.560314    
## PC743       -2.719e-06  1.935e-04   -0.014 0.988790    
## PC744       -1.307e-04  1.937e-04   -0.675 0.500024    
## PC745       -2.379e-04  1.911e-04   -1.245 0.213469    
## PC746       -2.691e-04  1.936e-04   -1.390 0.164781    
## PC747        3.631e-04  1.925e-04    1.886 0.059419 .  
## PC748       -3.735e-05  1.890e-04   -0.198 0.843378    
## PC749        1.079e-04  1.957e-04    0.551 0.581584    
## PC750        2.316e-04  1.897e-04    1.221 0.222331    
## PC751        4.541e-04  1.902e-04    2.388 0.017060 *  
## PC752       -1.051e-04  1.889e-04   -0.556 0.578092    
## PC753       -1.403e-04  1.938e-04   -0.724 0.469299    
## PC754        1.855e-05  1.970e-04    0.094 0.925010    
## PC755        3.880e-04  1.908e-04    2.034 0.042117 *  
## PC756       -2.132e-04  1.916e-04   -1.113 0.266037    
## PC757        2.738e-04  1.884e-04    1.454 0.146227    
## PC758       -2.120e-04  1.884e-04   -1.125 0.260596    
## PC759       -1.058e-04  1.952e-04   -0.542 0.587953    
## PC760        9.205e-05  1.923e-04    0.479 0.632308    
## PC761        4.259e-04  1.928e-04    2.208 0.027340 *  
## PC762       -1.096e-04  1.934e-04   -0.566 0.571167    
## PC763       -1.466e-04  1.917e-04   -0.765 0.444310    
## PC764        2.563e-05  1.885e-04    0.136 0.891853    
## PC765       -2.719e-04  1.917e-04   -1.418 0.156319    
## PC766        3.547e-04  1.904e-04    1.863 0.062610 .  
## PC767        1.898e-04  1.932e-04    0.982 0.326108    
## PC768       -3.879e-04  1.959e-04   -1.980 0.047876 *  
## PC769       -1.436e-04  1.934e-04   -0.743 0.457657    
## PC770        4.537e-04  1.916e-04    2.368 0.017998 *  
## PC771        6.560e-05  1.922e-04    0.341 0.732933    
## PC772       -3.197e-04  1.926e-04   -1.660 0.097069 .  
## PC773       -3.137e-05  1.911e-04   -0.164 0.869592    
## PC774        2.538e-04  1.881e-04    1.350 0.177251    
## PC775       -3.976e-04  1.929e-04   -2.062 0.039386 *  
## PC776        1.186e-04  1.928e-04    0.615 0.538428    
## PC777       -2.762e-05  1.954e-04   -0.141 0.887616    
## PC778       -1.856e-04  1.917e-04   -0.969 0.332854    
## PC779       -4.087e-06  1.939e-04   -0.021 0.983191    
## PC780       -2.693e-04  1.906e-04   -1.413 0.157923    
## PC781       -1.479e-04  1.941e-04   -0.762 0.446153    
## PC782        1.344e-04  1.982e-04    0.678 0.497545    
## PC783        1.967e-04  1.875e-04    1.049 0.294353    
## PC784        3.184e-04  1.867e-04    1.706 0.088234 .  
## PC785        1.365e-07  1.935e-04    0.001 0.999437    
## PC786        3.403e-05  1.961e-04    0.174 0.862214    
## PC787       -2.572e-04  1.946e-04   -1.322 0.186361    
## PC788       -3.892e-04  1.927e-04   -2.020 0.043501 *  
## PC789       -2.668e-04  1.913e-04   -1.394 0.163365    
## PC790        3.822e-05  1.898e-04    0.201 0.840380    
## PC791        2.242e-04  1.946e-04    1.152 0.249518    
## PC792        2.130e-04  1.930e-04    1.104 0.269846    
## PC793       -5.682e-05  1.951e-04   -0.291 0.770959    
## PC794        6.545e-05  1.890e-04    0.346 0.729189    
## PC795       -2.606e-04  1.957e-04   -1.332 0.183111    
## PC796        4.105e-05  1.934e-04    0.212 0.831928    
## PC797       -2.976e-04  1.934e-04   -1.539 0.123976    
## PC798       -1.161e-05  1.987e-04   -0.058 0.953411    
## PC799        1.716e-04  1.951e-04    0.879 0.379344    
## PC800       -5.080e-05  1.915e-04   -0.265 0.790866    
## PC801        4.397e-04  1.942e-04    2.264 0.023692 *  
## PC802       -2.548e-04  1.932e-04   -1.319 0.187403    
## PC803       -2.094e-04  1.941e-04   -1.079 0.280861    
## PC804        1.694e-04  1.934e-04    0.876 0.381312    
## PC805       -3.795e-04  1.989e-04   -1.909 0.056480 .  
## PC806        2.021e-04  1.947e-04    1.038 0.299305    
## PC807       -1.128e-04  1.894e-04   -0.595 0.551635    
## PC808       -7.746e-05  1.894e-04   -0.409 0.682653    
## PC809       -3.692e-04  1.976e-04   -1.869 0.061836 .  
## PC810       -1.816e-04  1.978e-04   -0.918 0.358670    
## PC811       -1.660e-04  1.929e-04   -0.860 0.389689    
## PC812       -1.440e-04  1.901e-04   -0.758 0.448697    
## PC813       -1.453e-04  1.928e-04   -0.754 0.450992    
## PC814       -2.060e-04  1.955e-04   -1.053 0.292320    
## PC815        9.915e-05  1.928e-04    0.514 0.607073    
## PC816        1.126e-04  1.965e-04    0.573 0.566800    
## PC817        2.047e-04  1.940e-04    1.056 0.291319    
## PC818        7.406e-05  1.927e-04    0.384 0.700824    
## PC819       -6.703e-04  1.918e-04   -3.494 0.000487 ***
## PC820        1.192e-04  1.921e-04    0.621 0.534872    
## PC821       -1.783e-04  1.937e-04   -0.920 0.357516    
## PC822        1.131e-04  1.912e-04    0.592 0.554083    
## PC823       -6.376e-05  1.907e-04   -0.334 0.738210    
## PC824        2.015e-04  1.912e-04    1.054 0.292072    
## PC825       -1.091e-04  1.934e-04   -0.564 0.572617    
## PC826       -1.950e-04  1.917e-04   -1.017 0.309120    
## PC827       -1.785e-04  1.933e-04   -0.923 0.356021    
## PC828        1.665e-04  1.909e-04    0.872 0.383176    
## PC829       -2.467e-05  1.925e-04   -0.128 0.898006    
## PC830        1.838e-05  1.953e-04    0.094 0.925025    
## PC831        7.648e-06  1.909e-04    0.040 0.968050    
## PC832       -1.740e-04  1.970e-04   -0.883 0.377189    
## PC833        2.956e-04  1.929e-04    1.533 0.125483    
## PC834        2.705e-04  1.907e-04    1.418 0.156260    
## PC835       -2.338e-04  1.942e-04   -1.204 0.228764    
## PC836        4.908e-05  1.974e-04    0.249 0.803677    
## PC837       -4.617e-05  1.918e-04   -0.241 0.809788    
## PC838       -1.296e-05  1.916e-04   -0.068 0.946061    
## PC839        3.269e-04  1.897e-04    1.723 0.085092 .  
## PC840       -2.376e-04  1.937e-04   -1.227 0.220028    
## PC841       -2.519e-04  1.967e-04   -1.281 0.200466    
## PC842        3.053e-04  1.976e-04    1.545 0.122451    
## PC843        2.051e-04  1.929e-04    1.064 0.287700    
## PC844       -3.968e-05  1.918e-04   -0.207 0.836121    
## PC845       -3.733e-04  1.928e-04   -1.936 0.053057 .  
## PC846        2.781e-04  1.949e-04    1.427 0.153827    
## PC847        1.759e-04  1.929e-04    0.912 0.362008    
## PC848       -2.396e-04  1.953e-04   -1.227 0.220055    
## PC849        9.699e-05  1.916e-04    0.506 0.612720    
## PC850        1.840e-04  1.925e-04    0.956 0.339308    
## PC851       -1.862e-04  1.954e-04   -0.953 0.340714    
## PC852        1.095e-04  1.929e-04    0.567 0.570535    
## PC853        2.452e-04  1.969e-04    1.246 0.213069    
## PC854       -1.468e-04  1.967e-04   -0.746 0.455667    
## PC855       -9.542e-05  1.959e-04   -0.487 0.626177    
## PC856       -2.740e-04  1.921e-04   -1.426 0.154029    
## PC857        2.905e-04  1.928e-04    1.507 0.131990    
## PC858       -2.247e-04  1.929e-04   -1.165 0.244299    
## PC859       -4.647e-04  1.978e-04   -2.350 0.018880 *  
## PC860       -1.356e-05  1.934e-04   -0.070 0.944131    
## PC861       -3.251e-05  1.963e-04   -0.166 0.868465    
## PC862        7.537e-05  1.947e-04    0.387 0.698707    
## PC863        4.385e-05  1.914e-04    0.229 0.818795    
## PC864       -3.963e-05  1.931e-04   -0.205 0.837400    
## PC865        3.896e-04  1.947e-04    2.001 0.045517 *  
## PC866       -6.102e-05  1.960e-04   -0.311 0.755626    
## PC867        2.147e-04  1.971e-04    1.089 0.276323    
## PC868        1.638e-04  1.971e-04    0.831 0.405861    
## PC869        3.347e-05  1.942e-04    0.172 0.863203    
## PC870        1.221e-05  1.971e-04    0.062 0.950600    
## PC871        1.105e-05  1.933e-04    0.057 0.954439    
## PC872       -5.810e-05  1.962e-04   -0.296 0.767210    
## PC873        3.957e-04  1.987e-04    1.992 0.046562 *  
## PC874        1.711e-04  1.949e-04    0.878 0.380226    
## PC875        1.822e-04  1.970e-04    0.925 0.355151    
## PC876        2.109e-04  1.926e-04    1.095 0.273577    
## PC877        6.651e-05  1.940e-04    0.343 0.731819    
## PC878        2.195e-04  1.929e-04    1.138 0.255254    
## PC879       -3.714e-04  1.971e-04   -1.884 0.059738 .  
## PC880        3.053e-04  1.935e-04    1.578 0.114813    
## PC881       -2.020e-04  1.928e-04   -1.047 0.295077    
## PC882       -9.720e-05  1.958e-04   -0.496 0.619609    
## PC883        5.014e-07  1.947e-04    0.003 0.997946    
## PC884       -2.640e-04  1.927e-04   -1.370 0.170773    
## PC885        4.942e-04  1.921e-04    2.572 0.010189 *  
## PC886        4.783e-04  1.961e-04    2.439 0.014845 *  
## PC887        1.271e-04  1.957e-04    0.650 0.516024    
## PC888       -3.929e-05  1.953e-04   -0.201 0.840566    
## PC889        2.637e-05  1.900e-04    0.139 0.889650    
## PC890       -1.492e-04  1.942e-04   -0.768 0.442385    
## PC891       -8.801e-05  2.004e-04   -0.439 0.660540    
## PC892       -1.254e-04  1.973e-04   -0.636 0.524989    
## PC893       -5.803e-04  1.952e-04   -2.972 0.002998 ** 
## PC894       -4.213e-04  1.953e-04   -2.157 0.031140 *  
## PC895        9.405e-05  1.963e-04    0.479 0.631862    
## PC896        2.652e-04  1.988e-04    1.334 0.182346    
## PC897        5.479e-05  1.970e-04    0.278 0.780964    
## PC898        2.321e-04  1.946e-04    1.192 0.233252    
## PC899        3.649e-04  1.977e-04    1.845 0.065142 .  
## PC900        5.145e-04  2.005e-04    2.566 0.010368 *  
## PC901        2.312e-04  1.934e-04    1.196 0.231900    
## PC902        1.998e-05  1.971e-04    0.101 0.919283    
## PC903        1.546e-04  1.947e-04    0.794 0.427431    
## PC904       -2.753e-04  1.951e-04   -1.411 0.158401    
## PC905        2.285e-05  1.907e-04    0.120 0.904651    
## PC906        1.087e-04  1.976e-04    0.550 0.582244    
## PC907       -1.875e-04  1.966e-04   -0.954 0.340359    
## PC908        1.255e-04  1.963e-04    0.640 0.522551    
## PC909       -2.666e-04  2.047e-04   -1.302 0.192991    
## PC910        4.059e-04  1.982e-04    2.049 0.040657 *  
## PC911       -2.288e-07  1.991e-04   -0.001 0.999083    
## PC912       -8.688e-05  1.996e-04   -0.435 0.663398    
## PC913       -2.825e-04  1.966e-04   -1.437 0.150898    
## PC914        2.157e-04  1.962e-04    1.100 0.271679    
## PC915       -1.356e-04  1.972e-04   -0.687 0.491954    
## PC916        7.182e-05  1.960e-04    0.366 0.714132    
## PC917        1.775e-04  1.915e-04    0.927 0.354053    
## PC918        3.182e-04  1.954e-04    1.628 0.103694    
## PC919       -1.787e-04  1.984e-04   -0.900 0.368030    
## PC920       -1.017e-04  1.948e-04   -0.522 0.601885    
## PC921       -8.071e-05  1.949e-04   -0.414 0.678764    
## PC922        5.767e-05  1.951e-04    0.296 0.767565    
## PC923       -4.842e-04  1.952e-04   -2.481 0.013208 *  
## PC924       -1.081e-04  1.927e-04   -0.561 0.574953    
## PC925        1.389e-04  1.963e-04    0.707 0.479390    
## PC926       -1.359e-04  1.982e-04   -0.686 0.493096    
## PC927        4.756e-04  1.983e-04    2.398 0.016586 *  
## PC928        6.043e-05  1.940e-04    0.311 0.755493    
## PC929       -3.690e-04  1.925e-04   -1.917 0.055459 .  
## PC930       -1.155e-04  1.993e-04   -0.579 0.562389    
## PC931       -2.261e-05  2.002e-04   -0.113 0.910080    
## PC932        2.291e-05  1.965e-04    0.117 0.907194    
## PC933       -2.283e-04  1.901e-04   -1.201 0.229923    
## PC934        1.561e-04  1.999e-04    0.781 0.434741    
## PC935       -1.189e-04  1.973e-04   -0.603 0.546628    
## PC936       -1.482e-04  1.981e-04   -0.748 0.454347    
## PC937       -2.574e-04  1.962e-04   -1.312 0.189710    
## PC938       -9.513e-06  1.995e-04   -0.048 0.961981    
## PC939       -4.433e-05  1.978e-04   -0.224 0.822712    
## PC940        2.425e-04  1.962e-04    1.236 0.216679    
## PC941        1.349e-04  1.982e-04    0.681 0.496205    
## PC942       -2.944e-04  2.000e-04   -1.472 0.141082    
## PC943        4.468e-04  1.994e-04    2.241 0.025139 *  
## PC944        4.847e-04  1.996e-04    2.429 0.015254 *  
## PC945       -4.614e-05  1.955e-04   -0.236 0.813433    
## PC946        2.464e-04  2.008e-04    1.227 0.219922    
## PC947       -2.855e-04  1.984e-04   -1.439 0.150395    
## PC948       -2.045e-04  1.972e-04   -1.037 0.299826    
## PC949       -2.488e-04  1.975e-04   -1.260 0.207871    
## PC950        2.332e-04  1.988e-04    1.173 0.240911    
## PC951        1.060e-04  2.033e-04    0.522 0.602009    
## PC952        1.120e-04  1.929e-04    0.580 0.561732    
## PC953       -1.840e-04  1.971e-04   -0.934 0.350575    
## PC954       -8.001e-05  2.042e-04   -0.392 0.695171    
## PC955       -1.920e-04  2.016e-04   -0.952 0.341139    
## PC956       -1.246e-04  1.997e-04   -0.624 0.532739    
## PC957        3.554e-05  1.977e-04    0.180 0.857344    
## PC958       -1.614e-04  1.974e-04   -0.818 0.413623    
## PC959        3.264e-05  2.030e-04    0.161 0.872298    
## PC960        3.002e-04  1.973e-04    1.522 0.128246    
## PC961       -2.965e-04  2.014e-04   -1.473 0.141015    
## PC962        2.666e-04  1.977e-04    1.348 0.177681    
## PC963       -1.391e-04  1.953e-04   -0.712 0.476360    
## PC964        1.379e-04  1.961e-04    0.703 0.481991    
## PC965        4.235e-04  1.935e-04    2.189 0.028761 *  
## PC966        1.024e-04  1.971e-04    0.519 0.603602    
## PC967        1.675e-04  1.945e-04    0.861 0.389397    
## PC968       -5.707e-05  1.977e-04   -0.289 0.772820    
## PC969       -1.092e-04  1.991e-04   -0.549 0.583366    
## PC970        6.310e-05  1.990e-04    0.317 0.751223    
## PC971       -1.949e-04  1.979e-04   -0.985 0.324696    
## PC972        2.010e-04  2.021e-04    0.995 0.320086    
## PC973        2.173e-04  2.006e-04    1.083 0.278824    
## PC974        2.525e-04  1.980e-04    1.276 0.202277    
## PC975       -2.454e-04  1.996e-04   -1.229 0.219176    
## PC976        1.305e-04  1.991e-04    0.656 0.512101    
## PC977       -1.364e-05  1.965e-04   -0.069 0.944653    
## PC978        3.158e-05  1.990e-04    0.159 0.873926    
## PC979       -5.209e-04  1.982e-04   -2.628 0.008669 ** 
## PC980        2.744e-04  2.011e-04    1.365 0.172571    
## PC981        2.720e-04  1.996e-04    1.363 0.173030    
## PC982       -1.537e-04  1.909e-04   -0.805 0.420744    
## PC983        1.491e-05  1.953e-04    0.076 0.939162    
## PC984       -5.229e-05  1.984e-04   -0.264 0.792190    
## PC985       -2.926e-04  1.970e-04   -1.485 0.137643    
## PC986        1.046e-05  1.988e-04    0.053 0.958025    
## PC987        3.856e-05  1.983e-04    0.194 0.845844    
## PC988       -1.620e-04  2.007e-04   -0.807 0.419722    
## PC989        2.274e-04  1.948e-04    1.167 0.243192    
## PC990       -1.254e-04  1.980e-04   -0.633 0.526536    
## PC991       -6.914e-05  1.985e-04   -0.348 0.727678    
## PC992        4.595e-04  1.951e-04    2.356 0.018597 *  
## PC993        7.405e-05  1.987e-04    0.373 0.709429    
## PC994        3.011e-04  1.954e-04    1.541 0.123502    
## PC995       -3.749e-04  1.983e-04   -1.890 0.058922 .  
## PC996        7.032e-05  1.952e-04    0.360 0.718754    
## PC997        3.074e-04  1.991e-04    1.544 0.122875    
## PC998       -2.228e-04  2.008e-04   -1.110 0.267349    
## PC999       -7.726e-05  1.997e-04   -0.387 0.698874    
## PC1000      -1.432e-04  1.988e-04   -0.721 0.471310    
## PC1001      -1.791e-04  2.002e-04   -0.895 0.371155    
## PC1002      -3.818e-04  1.990e-04   -1.918 0.055274 .  
## PC1003      -5.413e-05  1.948e-04   -0.278 0.781201    
## PC1004      -3.421e-04  1.972e-04   -1.735 0.082967 .  
## PC1005      -3.045e-04  1.962e-04   -1.552 0.120859    
## PC1006       2.871e-04  1.987e-04    1.444 0.148799    
## PC1007      -2.386e-04  2.031e-04   -1.175 0.240352    
## PC1008       2.387e-04  1.945e-04    1.227 0.219865    
## PC1009      -2.921e-04  1.975e-04   -1.479 0.139281    
## PC1010      -9.441e-05  2.026e-04   -0.466 0.641261    
## PC1011       2.519e-04  1.952e-04    1.290 0.197188    
## PC1012      -1.400e-04  2.001e-04   -0.700 0.484311    
## PC1013      -3.361e-04  1.997e-04   -1.683 0.092623 .  
## PC1014      -8.950e-05  2.013e-04   -0.445 0.656658    
## PC1015       4.631e-05  2.039e-04    0.227 0.820360    
## PC1016      -3.518e-04  1.962e-04   -1.793 0.073094 .  
## PC1017       3.332e-05  2.056e-04    0.162 0.871315    
## PC1018       5.889e-05  1.957e-04    0.301 0.763569    
## PC1019       2.609e-04  1.992e-04    1.310 0.190508    
## PC1020      -1.559e-05  1.941e-04   -0.080 0.935981    
## PC1021       2.268e-04  1.969e-04    1.152 0.249616    
## PC1022      -2.180e-04  2.042e-04   -1.068 0.285670    
## PC1023      -4.587e-05  1.965e-04   -0.233 0.815468    
## PC1024      -4.942e-05  1.977e-04   -0.250 0.802612    
## PC1025      -8.799e-05  2.018e-04   -0.436 0.662935    
## PC1026       1.482e-04  1.973e-04    0.751 0.452623    
## PC1027       4.750e-04  1.985e-04    2.393 0.016818 *  
## PC1028      -2.884e-05  1.945e-04   -0.148 0.882095    
## PC1029      -1.460e-04  2.020e-04   -0.723 0.469915    
## PC1030       2.974e-04  1.942e-04    1.531 0.125848    
## PC1031       2.317e-05  1.982e-04    0.117 0.906965    
## PC1032      -4.319e-05  2.004e-04   -0.216 0.829389    
## PC1033      -1.804e-04  1.999e-04   -0.902 0.366978    
## PC1034       2.863e-04  1.986e-04    1.441 0.149644    
## PC1035      -2.060e-04  1.989e-04   -1.036 0.300400    
## PC1036       1.212e-04  1.960e-04    0.618 0.536628    
## PC1037      -1.869e-04  1.999e-04   -0.935 0.349988    
## PC1038      -1.391e-04  1.962e-04   -0.709 0.478320    
## PC1039      -1.496e-04  1.971e-04   -0.759 0.448067    
## PC1040      -5.184e-04  1.954e-04   -2.653 0.008048 ** 
## PC1041       1.201e-04  2.019e-04    0.595 0.552156    
## PC1042       4.773e-05  1.994e-04    0.239 0.810869    
## PC1043       1.841e-04  1.999e-04    0.921 0.357240    
## PC1044      -1.744e-04  1.992e-04   -0.876 0.381308    
## PC1045      -1.128e-05  1.973e-04   -0.057 0.954407    
## PC1046      -2.440e-04  1.994e-04   -1.224 0.221204    
## PC1047      -1.811e-04  1.992e-04   -0.909 0.363503    
## PC1048      -3.880e-05  1.990e-04   -0.195 0.845456    
## PC1049      -5.304e-05  1.994e-04   -0.266 0.790251    
## PC1050       2.923e-05  2.027e-04    0.144 0.885369    
## PC1051       9.048e-05  2.000e-04    0.452 0.651036    
## PC1052       1.143e-04  2.015e-04    0.567 0.570658    
## PC1053      -1.397e-04  2.044e-04   -0.684 0.494316    
## PC1054      -3.389e-05  1.993e-04   -0.170 0.865000    
## PC1055       3.145e-04  1.985e-04    1.584 0.113349    
## PC1056      -2.354e-04  1.986e-04   -1.185 0.236130    
## PC1057      -3.086e-05  2.018e-04   -0.153 0.878497    
## PC1058      -1.762e-04  1.994e-04   -0.884 0.376987    
## PC1059       1.584e-04  1.942e-04    0.816 0.414722    
## PC1060       5.485e-05  2.006e-04    0.273 0.784570    
## PC1061      -1.117e-05  1.984e-04   -0.056 0.955092    
## PC1062       7.856e-05  2.016e-04    0.390 0.696835    
## PC1063      -1.287e-04  2.004e-04   -0.642 0.520841    
## PC1064      -2.635e-04  2.040e-04   -1.292 0.196545    
## PC1065       8.236e-05  2.037e-04    0.404 0.686067    
## PC1066       4.903e-05  1.972e-04    0.249 0.803628    
## PC1067      -3.847e-04  1.938e-04   -1.985 0.047258 *  
## PC1068      -3.499e-05  1.974e-04   -0.177 0.859328    
## PC1069      -4.269e-04  2.015e-04   -2.118 0.034294 *  
## PC1070       5.472e-05  2.009e-04    0.272 0.785419    
## PC1071       3.165e-04  1.977e-04    1.601 0.109540    
## PC1072      -2.763e-05  1.994e-04   -0.139 0.889838    
## PC1073       2.464e-04  2.009e-04    1.226 0.220278    
## PC1074       3.719e-04  2.013e-04    1.847 0.064892 .  
## PC1075       1.835e-04  1.986e-04    0.924 0.355440    
## PC1076       3.514e-04  2.004e-04    1.754 0.079637 .  
## PC1077       8.587e-06  2.011e-04    0.043 0.965937    
## PC1078       3.582e-04  2.003e-04    1.788 0.073930 .  
## PC1079       5.102e-04  2.013e-04    2.534 0.011356 *  
## PC1080      -1.153e-04  2.055e-04   -0.561 0.574735    
## PC1081      -2.641e-04  1.986e-04   -1.330 0.183780    
## PC1082       1.830e-04  2.053e-04    0.891 0.372938    
## PC1083       1.618e-04  2.028e-04    0.798 0.425015    
## PC1084       6.665e-05  2.025e-04    0.329 0.742069    
## PC1085       2.949e-04  2.022e-04    1.459 0.144869    
## PC1086      -2.568e-04  1.945e-04   -1.320 0.186974    
## PC1087       2.699e-05  2.011e-04    0.134 0.893243    
## PC1088       6.698e-06  1.997e-04    0.034 0.973246    
## PC1089       1.406e-04  2.005e-04    0.701 0.483212    
## PC1090      -4.490e-05  1.944e-04   -0.231 0.817348    
## PC1091      -3.671e-04  1.974e-04   -1.860 0.063088 .  
## PC1092       3.558e-04  1.990e-04    1.787 0.074036 .  
## PC1093       2.183e-05  2.007e-04    0.109 0.913381    
## PC1094      -7.889e-06  2.004e-04   -0.039 0.968602    
## PC1095       1.486e-05  2.081e-04    0.071 0.943084    
## PC1096      -1.422e-04  2.066e-04   -0.688 0.491389    
## PC1097      -6.352e-05  2.028e-04   -0.313 0.754170    
## PC1098       1.098e-04  2.023e-04    0.543 0.587359    
## PC1099      -7.132e-05  2.042e-04   -0.349 0.726942    
## PC1100      -1.869e-05  1.987e-04   -0.094 0.925082    
## PC1101      -6.488e-05  2.051e-04   -0.316 0.751841    
## PC1102      -6.234e-05  1.980e-04   -0.315 0.752885    
## PC1103       1.945e-04  2.047e-04    0.950 0.342121    
## PC1104      -2.437e-04  2.017e-04   -1.208 0.227304    
## PC1105       1.017e-04  1.984e-04    0.513 0.608138    
## PC1106       2.103e-04  2.038e-04    1.032 0.302328    
## PC1107       5.047e-06  2.011e-04    0.025 0.979980    
## PC1108      -1.596e-04  1.986e-04   -0.804 0.421769    
## PC1109      -2.914e-04  2.005e-04   -1.454 0.146256    
## PC1110       1.158e-04  2.044e-04    0.567 0.571082    
## PC1111       1.844e-05  2.026e-04    0.091 0.927488    
## PC1112       2.683e-05  1.983e-04    0.135 0.892404    
## PC1113      -4.002e-05  2.031e-04   -0.197 0.843839    
## PC1114      -3.695e-04  2.006e-04   -1.842 0.065676 .  
## PC1115       3.178e-04  2.034e-04    1.562 0.118375    
## PC1116      -2.238e-04  2.014e-04   -1.111 0.266670    
## PC1117       2.639e-04  2.032e-04    1.299 0.194138    
## PC1118      -4.977e-05  2.008e-04   -0.248 0.804262    
## PC1119      -4.805e-04  2.015e-04   -2.384 0.017208 *  
## PC1120       3.367e-05  2.021e-04    0.167 0.867709    
## PC1121      -3.079e-05  1.997e-04   -0.154 0.877474    
## PC1122       1.226e-04  2.014e-04    0.609 0.542825    
## PC1123      -2.385e-04  2.047e-04   -1.165 0.244205    
## PC1124      -4.742e-05  2.018e-04   -0.235 0.814216    
## PC1125      -1.088e-04  2.008e-04   -0.542 0.588003    
## PC1126       9.289e-05  2.062e-04    0.450 0.652469    
## PC1127      -2.201e-04  2.039e-04   -1.080 0.280462    
## PC1128      -1.686e-04  1.997e-04   -0.844 0.398640    
## PC1129       2.290e-04  2.020e-04    1.134 0.257109    
## PC1130      -3.197e-04  2.028e-04   -1.576 0.115162    
## PC1131       2.538e-04  1.980e-04    1.282 0.199985    
## PC1132       5.684e-05  2.036e-04    0.279 0.780177    
## PC1133       4.274e-04  2.038e-04    2.097 0.036113 *  
## PC1134      -9.507e-05  1.982e-04   -0.480 0.631460    
## PC1135       2.871e-04  2.015e-04    1.425 0.154464    
## PC1136      -2.961e-04  2.006e-04   -1.476 0.140073    
## PC1137      -1.742e-04  2.006e-04   -0.869 0.385103    
## PC1138       1.241e-04  2.015e-04    0.616 0.538127    
## PC1139      -1.297e-04  2.007e-04   -0.646 0.518173    
## PC1140       3.270e-04  1.994e-04    1.640 0.101179    
## PC1141      -4.943e-04  2.019e-04   -2.448 0.014462 *  
## PC1142      -1.797e-04  2.014e-04   -0.892 0.372489    
## PC1143       2.334e-04  2.055e-04    1.136 0.256202    
## PC1144      -2.777e-04  2.043e-04   -1.360 0.174129    
## PC1145      -6.157e-04  2.021e-04   -3.046 0.002353 ** 
## PC1146      -3.246e-05  2.040e-04   -0.159 0.873613    
## PC1147       2.509e-04  1.977e-04    1.269 0.204578    
## PC1148      -1.203e-04  2.043e-04   -0.589 0.555973    
## PC1149       1.639e-04  2.057e-04    0.797 0.425744    
## PC1150       1.172e-04  2.024e-04    0.579 0.562645    
## PC1151       1.995e-04  1.995e-04    1.000 0.317542    
## PC1152      -3.136e-04  2.015e-04   -1.556 0.119785    
## PC1153      -1.608e-04  2.051e-04   -0.784 0.432997    
## PC1154       2.134e-04  2.046e-04    1.043 0.297072    
## PC1155      -1.278e-04  2.047e-04   -0.624 0.532612    
## PC1156       9.605e-05  2.026e-04    0.474 0.635529    
## PC1157       9.026e-05  2.033e-04    0.444 0.657158    
## PC1158      -8.896e-05  2.021e-04   -0.440 0.659824    
## PC1159      -2.393e-04  2.022e-04   -1.183 0.236906    
## PC1160      -5.693e-04  2.041e-04   -2.790 0.005335 ** 
## PC1161       3.204e-04  2.040e-04    1.570 0.116593    
## PC1162       3.962e-04  2.011e-04    1.970 0.048981 *  
## PC1163       2.819e-05  1.983e-04    0.142 0.887009    
## PC1164      -1.486e-04  2.010e-04   -0.739 0.459811    
## PC1165       1.079e-04  2.040e-04    0.529 0.596837    
## PC1166      -7.204e-05  2.054e-04   -0.351 0.725850    
## PC1167       6.385e-04  2.063e-04    3.095 0.001996 ** 
## PC1168       1.186e-05  2.003e-04    0.059 0.952778    
## PC1169       4.194e-04  2.016e-04    2.080 0.037675 *  
## PC1170      -4.086e-04  2.051e-04   -1.992 0.046492 *  
## PC1171       2.298e-04  2.009e-04    1.144 0.252828    
## PC1172       1.192e-04  2.047e-04    0.582 0.560480    
## PC1173       1.280e-04  2.022e-04    0.633 0.526724    
## PC1174      -8.235e-05  2.049e-04   -0.402 0.687757    
## PC1175       3.689e-04  1.976e-04    1.867 0.062001 .  
## PC1176       1.542e-04  2.058e-04    0.749 0.453925    
## PC1177       3.072e-04  2.002e-04    1.535 0.125035    
## PC1178      -2.833e-04  2.011e-04   -1.409 0.159129    
## PC1179       1.716e-04  2.025e-04    0.848 0.396771    
## PC1180       1.770e-04  2.005e-04    0.883 0.377460    
## PC1181       1.236e-04  2.007e-04    0.616 0.538067    
## PC1182      -3.092e-04  2.023e-04   -1.529 0.126534    
## PC1183      -4.052e-05  2.029e-04   -0.200 0.841779    
## PC1184      -1.700e-06  2.028e-04   -0.008 0.993312    
## PC1185       3.072e-04  2.002e-04    1.534 0.125090    
## PC1186       1.276e-04  2.016e-04    0.633 0.526817    
## PC1187      -2.515e-04  2.031e-04   -1.238 0.215769    
## PC1188       3.003e-04  2.046e-04    1.468 0.142302    
## PC1189       3.057e-06  2.010e-04    0.015 0.987869    
## PC1190      -3.552e-04  2.033e-04   -1.748 0.080705 .  
## PC1191      -2.192e-04  2.035e-04   -1.077 0.281550    
## PC1192      -4.495e-05  2.050e-04   -0.219 0.826489    
## PC1193      -4.081e-06  1.995e-04   -0.020 0.983678    
## PC1194       7.826e-05  2.050e-04    0.382 0.702719    
## PC1195      -1.062e-04  2.012e-04   -0.528 0.597754    
## PC1196      -3.931e-04  2.031e-04   -1.936 0.053034 .  
## PC1197       8.580e-05  1.981e-04    0.433 0.665051    
## PC1198       3.329e-04  2.057e-04    1.619 0.105706    
## PC1199      -1.100e-04  2.094e-04   -0.525 0.599392    
## PC1200       1.367e-05  2.025e-04    0.068 0.946187    
## PC1201      -4.461e-05  2.013e-04   -0.222 0.824667    
## PC1202      -1.715e-04  2.087e-04   -0.822 0.411153    
## PC1203      -6.058e-05  2.062e-04   -0.294 0.768901    
## PC1204      -1.362e-04  2.051e-04   -0.664 0.506755    
## PC1205       2.330e-04  2.024e-04    1.151 0.249691    
## PC1206      -4.251e-04  2.046e-04   -2.077 0.037916 *  
## PC1207      -1.610e-04  2.049e-04   -0.786 0.432204    
## PC1208       1.061e-04  2.070e-04    0.513 0.608271    
## PC1209       2.833e-04  2.068e-04    1.370 0.170808    
## PC1210      -2.541e-04  2.031e-04   -1.251 0.211003    
## PC1211       4.615e-05  2.012e-04    0.229 0.818577    
## PC1212       1.311e-04  1.987e-04    0.660 0.509586    
## PC1213      -1.907e-04  2.046e-04   -0.932 0.351621    
## PC1214       4.840e-04  2.010e-04    2.408 0.016153 *  
## PC1215       1.935e-04  2.057e-04    0.941 0.347031    
## PC1216      -2.006e-04  2.023e-04   -0.992 0.321484    
## PC1217      -3.770e-04  1.998e-04   -1.887 0.059331 .  
## PC1218      -6.926e-05  2.089e-04   -0.332 0.740258    
## PC1219      -1.755e-04  2.081e-04   -0.843 0.399190    
## PC1220       6.041e-05  2.037e-04    0.297 0.766799    
## PC1221       1.158e-04  2.039e-04    0.568 0.570318    
## PC1222      -9.048e-05  2.066e-04   -0.438 0.661507    
## PC1223       1.537e-04  2.018e-04    0.762 0.446244    
## PC1224       1.630e-04  2.046e-04    0.797 0.425801    
## PC1225       4.025e-05  2.020e-04    0.199 0.842113    
## PC1226       2.864e-05  2.096e-04    0.137 0.891337    
## PC1227       2.444e-04  2.067e-04    1.182 0.237242    
## PC1228       6.307e-05  2.041e-04    0.309 0.757364    
## PC1229      -9.181e-05  2.031e-04   -0.452 0.651241    
## PC1230      -3.804e-04  2.092e-04   -1.818 0.069192 .  
## PC1231       4.262e-05  2.018e-04    0.211 0.832729    
## PC1232       5.775e-05  2.040e-04    0.283 0.777180    
## PC1233       8.294e-05  2.088e-04    0.397 0.691184    
## PC1234       9.854e-05  2.067e-04    0.477 0.633587    
## PC1235      -5.213e-04  2.045e-04   -2.549 0.010878 *  
## PC1236       1.885e-06  2.033e-04    0.009 0.992605    
## PC1237       1.278e-06  2.048e-04    0.006 0.995022    
## PC1238       1.009e-04  2.001e-04    0.504 0.614030    
## PC1239      -2.279e-04  2.067e-04   -1.103 0.270298    
## PC1240       1.382e-04  2.079e-04    0.665 0.506158    
## PC1241       1.495e-04  2.079e-04    0.719 0.472226    
## PC1242       9.483e-05  2.061e-04    0.460 0.645567    
## PC1243      -2.408e-04  2.026e-04   -1.188 0.234919    
## PC1244      -2.263e-04  2.074e-04   -1.091 0.275339    
## PC1245      -1.178e-04  2.039e-04   -0.578 0.563512    
## PC1246       3.168e-04  2.032e-04    1.559 0.119074    
## PC1247      -7.216e-06  2.072e-04   -0.035 0.972227    
## PC1248      -1.466e-04  2.085e-04   -0.703 0.482053    
## PC1249      -1.378e-04  2.077e-04   -0.664 0.507033    
## PC1250      -2.187e-04  2.008e-04   -1.089 0.276264    
## PC1251      -9.692e-05  2.059e-04   -0.471 0.637899    
## PC1252      -8.926e-05  2.008e-04   -0.445 0.656695    
## PC1253      -1.929e-04  2.043e-04   -0.944 0.345098    
## PC1254      -1.892e-04  2.055e-04   -0.921 0.357299    
## PC1255      -2.736e-04  2.012e-04   -1.360 0.173918    
## PC1256      -1.822e-04  2.051e-04   -0.888 0.374598    
## PC1257       2.770e-04  2.019e-04    1.372 0.170170    
## PC1258      -1.798e-04  2.021e-04   -0.890 0.373836    
## PC1259       7.019e-05  2.046e-04    0.343 0.731578    
## PC1260      -1.547e-04  2.038e-04   -0.759 0.447870    
## PC1261       1.918e-04  2.052e-04    0.935 0.349900    
## PC1262      -1.329e-04  2.111e-04   -0.630 0.528951    
## PC1263      -9.744e-06  2.084e-04   -0.047 0.962716    
## PC1264       7.484e-05  2.022e-04    0.370 0.711273    
## PC1265       2.668e-04  2.101e-04    1.270 0.204362    
## PC1266       2.098e-04  2.029e-04    1.034 0.301303    
## PC1267       2.773e-04  2.039e-04    1.360 0.174041    
## PC1268      -5.399e-04  2.056e-04   -2.626 0.008721 ** 
## PC1269      -1.824e-04  2.077e-04   -0.878 0.380080    
## PC1270      -1.919e-05  2.044e-04   -0.094 0.925200    
## PC1271      -4.253e-04  2.042e-04   -2.083 0.037397 *  
## PC1272      -4.002e-04  2.057e-04   -1.945 0.051931 .  
## PC1273       6.416e-05  2.032e-04    0.316 0.752258    
## PC1274      -2.026e-04  2.030e-04   -0.998 0.318599    
## PC1275      -4.373e-04  2.072e-04   -2.111 0.034954 *  
## PC1276      -2.967e-05  2.135e-04   -0.139 0.889475    
## PC1277       2.338e-04  2.055e-04    1.138 0.255264    
## PC1278       2.744e-04  2.066e-04    1.328 0.184276    
## PC1279      -9.891e-05  2.057e-04   -0.481 0.630693    
## PC1280       2.959e-04  2.088e-04    1.417 0.156699    
## PC1281       2.287e-05  2.064e-04    0.111 0.911762    
## PC1282       2.477e-04  2.029e-04    1.221 0.222380    
## PC1283      -5.030e-05  2.076e-04   -0.242 0.808578    
## PC1284      -8.023e-05  2.039e-04   -0.393 0.694005    
## PC1285      -4.619e-04  2.057e-04   -2.246 0.024852 *  
## PC1286      -2.691e-04  2.078e-04   -1.295 0.195658    
## PC1287      -1.175e-06  2.052e-04   -0.006 0.995432    
## PC1288      -7.538e-05  2.060e-04   -0.366 0.714508    
## PC1289       4.580e-04  2.022e-04    2.265 0.023643 *  
## PC1290       1.186e-04  2.058e-04    0.576 0.564533    
## PC1291      -6.080e-04  2.073e-04   -2.932 0.003409 ** 
## PC1292       3.174e-04  2.093e-04    1.517 0.129468    
## PC1293       8.766e-05  2.058e-04    0.426 0.670125    
## PC1294       2.454e-04  2.059e-04    1.192 0.233400    
## PC1295       2.843e-04  2.065e-04    1.377 0.168660    
## PC1296      -1.515e-05  2.074e-04   -0.073 0.941773    
## PC1297       3.494e-05  2.081e-04    0.168 0.866689    
## PC1298       2.868e-04  2.068e-04    1.387 0.165641    
## PC1299      -4.616e-05  2.059e-04   -0.224 0.822603    
## PC1300      -1.833e-04  2.097e-04   -0.874 0.382025    
## PC1301      -2.573e-04  2.061e-04   -1.249 0.211920    
## PC1302       1.436e-04  2.110e-04    0.681 0.496041    
## PC1303       5.128e-05  2.054e-04    0.250 0.802857    
## PC1304       1.164e-04  2.074e-04    0.561 0.574887    
## PC1305      -1.268e-04  2.036e-04   -0.623 0.533457    
## PC1306       4.087e-05  2.064e-04    0.198 0.843070    
## PC1307       1.102e-04  2.075e-04    0.531 0.595433    
## PC1308      -1.708e-04  2.055e-04   -0.831 0.405994    
## PC1309       1.865e-04  2.058e-04    0.906 0.365021    
## PC1310       5.643e-05  2.085e-04    0.271 0.786684    
## PC1311       3.321e-04  2.023e-04    1.642 0.100829    
## PC1312       3.141e-04  2.134e-04    1.472 0.141208    
## PC1313       4.901e-05  2.049e-04    0.239 0.810968    
## PC1314       7.804e-05  2.064e-04    0.378 0.705384    
## PC1315       1.902e-04  2.076e-04    0.916 0.359725    
## PC1316       7.998e-05  2.040e-04    0.392 0.695035    
## PC1317       1.501e-04  2.079e-04    0.722 0.470411    
## PC1318       2.074e-04  2.082e-04    0.996 0.319178    
## PC1319       8.478e-05  2.107e-04    0.402 0.687450    
## PC1320      -6.124e-05  2.061e-04   -0.297 0.766361    
## PC1321      -6.229e-06  2.042e-04   -0.031 0.975667    
## PC1322      -1.865e-04  2.069e-04   -0.901 0.367568    
## PC1323       1.931e-04  2.058e-04    0.938 0.348225    
## PC1324       5.916e-05  2.068e-04    0.286 0.774870    
## PC1325       4.765e-05  2.031e-04    0.235 0.814549    
## PC1326       7.648e-05  2.082e-04    0.367 0.713371    
## PC1327      -1.204e-05  2.058e-04   -0.059 0.953340    
## PC1328       1.078e-04  2.075e-04    0.519 0.603540    
## PC1329      -1.454e-04  2.085e-04   -0.698 0.485505    
## PC1330       1.699e-04  2.061e-04    0.825 0.409719    
## PC1331      -2.919e-04  2.077e-04   -1.405 0.160077    
## PC1332       2.684e-04  2.068e-04    1.298 0.194408    
## PC1333       2.669e-04  2.089e-04    1.278 0.201485    
## PC1334      -1.578e-04  2.095e-04   -0.753 0.451625    
## PC1335      -4.560e-06  2.104e-04   -0.022 0.982712    
## PC1336      -2.094e-04  2.066e-04   -1.014 0.310797    
## PC1337       5.476e-07  2.041e-04    0.003 0.997860    
## PC1338      -2.311e-04  2.054e-04   -1.125 0.260707    
## PC1339      -4.992e-04  2.050e-04   -2.435 0.014996 *  
## PC1340       1.255e-04  2.075e-04    0.605 0.545371    
## PC1341      -6.511e-06  2.087e-04   -0.031 0.975109    
## PC1342       1.370e-04  2.050e-04    0.668 0.504178    
## PC1343      -4.644e-04  2.082e-04   -2.231 0.025824 *  
## PC1344      -4.539e-05  2.061e-04   -0.220 0.825749    
## PC1345       8.617e-05  2.079e-04    0.415 0.678538    
## PC1346      -8.273e-05  2.072e-04   -0.399 0.689661    
## PC1347      -6.329e-05  2.095e-04   -0.302 0.762648    
## PC1348      -9.352e-05  2.082e-04   -0.449 0.653328    
## PC1349       6.319e-05  2.090e-04    0.302 0.762472    
## PC1350       6.543e-05  2.013e-04    0.325 0.745195    
## PC1351       7.104e-05  2.081e-04    0.341 0.732912    
## PC1352       2.644e-04  2.084e-04    1.269 0.204775    
## PC1353       1.584e-04  2.158e-04    0.734 0.462960    
## PC1354      -2.644e-04  2.094e-04   -1.263 0.206797    
## PC1355      -3.679e-04  2.030e-04   -1.813 0.070037 .  
## PC1356      -1.694e-04  2.062e-04   -0.822 0.411385    
## PC1357      -2.583e-04  2.051e-04   -1.259 0.208049    
## PC1358       3.971e-04  2.069e-04    1.919 0.055096 .  
## PC1359      -1.465e-04  2.056e-04   -0.712 0.476250    
## PC1360       2.357e-04  2.028e-04    1.162 0.245220    
## PC1361       1.631e-04  2.065e-04    0.790 0.429687    
## PC1362       2.189e-04  2.074e-04    1.055 0.291446    
## PC1363       2.088e-04  2.106e-04    0.991 0.321714    
## PC1364       3.946e-04  2.048e-04    1.927 0.054192 .  
## PC1365      -3.659e-04  2.089e-04   -1.751 0.080075 .  
## PC1366      -2.964e-04  2.094e-04   -1.416 0.157026    
## PC1367       9.319e-05  2.057e-04    0.453 0.650597    
## PC1368      -1.344e-04  2.098e-04   -0.640 0.521950    
## PC1369      -6.577e-05  2.070e-04   -0.318 0.750748    
## PC1370       1.581e-04  2.045e-04    0.773 0.439468    
## PC1371      -4.797e-04  2.110e-04   -2.274 0.023108 *  
## PC1372       1.340e-04  2.099e-04    0.639 0.523146    
## PC1373       1.515e-04  2.104e-04    0.720 0.471400    
## PC1374       3.665e-04  2.056e-04    1.782 0.074850 .  
## PC1375      -1.775e-04  2.085e-04   -0.851 0.394660    
## PC1376      -7.882e-05  2.128e-04   -0.370 0.711066    
## PC1377      -1.221e-04  2.103e-04   -0.580 0.561694    
## PC1378       3.359e-04  2.057e-04    1.633 0.102701    
## PC1379       4.225e-04  2.072e-04    2.039 0.041576 *  
## PC1380      -4.624e-05  2.073e-04   -0.223 0.823544    
## PC1381       3.294e-05  2.122e-04    0.155 0.876697    
## PC1382      -3.948e-04  2.107e-04   -1.874 0.061132 .  
## PC1383      -3.320e-04  2.089e-04   -1.589 0.112205    
## PC1384      -1.496e-05  2.095e-04   -0.071 0.943073    
## PC1385       3.299e-06  2.048e-04    0.016 0.987150    
## PC1386       1.081e-05  2.099e-04    0.051 0.958943    
## PC1387       1.809e-04  2.101e-04    0.861 0.389386    
## PC1388      -2.601e-04  2.084e-04   -1.248 0.212172    
## PC1389      -2.655e-04  2.091e-04   -1.270 0.204259    
## PC1390       2.948e-04  2.142e-04    1.376 0.169013    
## PC1391      -1.953e-04  2.074e-04   -0.941 0.346581    
## PC1392      -7.535e-06  2.028e-04   -0.037 0.970372    
## PC1393      -2.393e-04  2.111e-04   -1.133 0.257175    
## PC1394      -2.034e-04  2.101e-04   -0.968 0.332963    
## PC1395      -4.983e-04  2.096e-04   -2.377 0.017553 *  
## PC1396      -3.249e-05  2.090e-04   -0.155 0.876485    
## PC1397       3.116e-04  2.107e-04    1.479 0.139432    
## PC1398      -1.276e-04  2.083e-04   -0.612 0.540337    
## PC1399      -6.504e-05  2.035e-04   -0.320 0.749312    
## PC1400      -3.439e-04  2.061e-04   -1.669 0.095380 .  
## PC1401      -6.925e-05  2.064e-04   -0.336 0.737267    
## PC1402      -1.770e-04  2.076e-04   -0.853 0.393916    
## PC1403       4.317e-04  2.053e-04    2.103 0.035617 *  
## PC1404       1.563e-05  2.090e-04    0.075 0.940383    
## PC1405       4.002e-05  2.120e-04    0.189 0.850295    
## PC1406       5.689e-05  2.046e-04    0.278 0.780991    
## PC1407       7.047e-05  2.119e-04    0.333 0.739463    
## PC1408      -1.417e-04  2.151e-04   -0.659 0.510124    
## PC1409      -4.277e-04  2.089e-04   -2.047 0.040774 *  
## PC1410      -2.263e-05  2.052e-04   -0.110 0.912207    
## PC1411      -1.886e-04  2.111e-04   -0.893 0.371735    
## PC1412       3.279e-04  2.081e-04    1.576 0.115210    
## PC1413      -8.884e-05  2.161e-04   -0.411 0.681002    
## PC1414       1.590e-05  2.080e-04    0.076 0.939062    
## PC1415       6.383e-05  2.077e-04    0.307 0.758645    
## PC1416      -1.113e-04  2.110e-04   -0.527 0.597926    
## PC1417       2.188e-04  2.121e-04    1.032 0.302368    
## PC1418       2.212e-04  2.107e-04    1.050 0.293884    
## PC1419      -2.575e-05  2.121e-04   -0.121 0.903407    
## PC1420      -3.729e-04  2.083e-04   -1.791 0.073533 .  
## PC1421      -1.166e-04  2.099e-04   -0.556 0.578598    
## PC1422      -2.176e-04  2.095e-04   -1.039 0.299138    
## PC1423      -1.219e-04  2.077e-04   -0.587 0.557398    
## PC1424      -1.888e-05  2.103e-04   -0.090 0.928471    
## PC1425       3.623e-04  2.101e-04    1.724 0.084803 .  
## PC1426       2.148e-04  2.075e-04    1.035 0.300711    
## PC1427       2.059e-04  2.096e-04    0.982 0.326132    
## PC1428      -2.264e-04  2.106e-04   -1.075 0.282471    
## PC1429      -4.283e-05  2.144e-04   -0.200 0.841651    
## PC1430       1.059e-05  2.126e-04    0.050 0.960279    
## PC1431       2.116e-04  2.103e-04    1.006 0.314526    
## PC1432      -2.756e-04  2.106e-04   -1.309 0.190867    
## PC1433       2.607e-05  2.077e-04    0.126 0.900123    
## PC1434      -2.901e-04  2.104e-04   -1.379 0.168206    
## PC1435       1.819e-04  2.109e-04    0.862 0.388577    
## PC1436       2.284e-04  2.090e-04    1.093 0.274526    
## PC1437      -3.546e-04  2.110e-04   -1.681 0.092952 .  
## PC1438       9.476e-05  2.089e-04    0.454 0.650235    
## PC1439       6.462e-05  2.086e-04    0.310 0.756794    
## PC1440      -3.273e-05  2.109e-04   -0.155 0.876698    
## PC1441       3.147e-05  2.093e-04    0.150 0.880506    
## PC1442       1.864e-05  2.087e-04    0.089 0.928846    
## PC1443       1.225e-04  2.098e-04    0.584 0.559315    
## PC1444       2.153e-04  2.094e-04    1.028 0.304076    
## PC1445      -2.699e-04  2.116e-04   -1.276 0.202239    
## PC1446      -1.685e-04  2.081e-04   -0.810 0.418209    
## PC1447       1.041e-04  2.115e-04    0.492 0.622634    
## PC1448       4.805e-04  2.083e-04    2.307 0.021163 *  
## PC1449      -6.709e-05  2.083e-04   -0.322 0.747393    
## PC1450      -3.008e-04  2.124e-04   -1.416 0.156993    
## PC1451      -4.380e-04  2.154e-04   -2.034 0.042151 *  
## PC1452      -2.028e-04  2.054e-04   -0.988 0.323524    
## PC1453      -2.743e-05  2.092e-04   -0.131 0.895699    
## PC1454      -3.642e-04  2.119e-04   -1.719 0.085838 .  
## PC1455      -2.108e-04  2.080e-04   -1.013 0.310982    
## PC1456      -2.954e-05  2.151e-04   -0.137 0.890765    
## PC1457      -2.257e-05  2.102e-04   -0.107 0.914492    
## PC1458      -4.951e-05  2.128e-04   -0.233 0.816041    
## PC1459      -2.759e-04  2.096e-04   -1.316 0.188394    
## PC1460      -8.243e-05  2.132e-04   -0.387 0.699092    
## PC1461      -2.078e-04  2.100e-04   -0.989 0.322609    
## PC1462      -1.054e-04  2.149e-04   -0.490 0.623947    
## PC1463       5.773e-04  2.113e-04    2.732 0.006352 ** 
## PC1464       3.489e-05  2.109e-04    0.165 0.868587    
## PC1465      -2.238e-04  2.087e-04   -1.072 0.283657    
## PC1466      -1.268e-04  2.076e-04   -0.611 0.541366    
## PC1467      -1.065e-04  2.120e-04   -0.502 0.615641    
## PC1468       3.240e-04  2.149e-04    1.507 0.131885    
## PC1469       1.511e-04  2.105e-04    0.718 0.472956    
## PC1470       1.486e-04  2.092e-04    0.710 0.477713    
## PC1471      -1.604e-04  2.083e-04   -0.770 0.441207    
## PC1472       3.343e-05  2.101e-04    0.159 0.873593    
## PC1473       9.119e-05  2.105e-04    0.433 0.664945    
## PC1474      -2.552e-04  2.058e-04   -1.240 0.215024    
## PC1475      -3.131e-04  2.122e-04   -1.476 0.140163    
## PC1476       3.770e-04  2.122e-04    1.777 0.075771 .  
## PC1477       5.122e-04  2.115e-04    2.422 0.015547 *  
## PC1478       6.579e-06  2.123e-04    0.031 0.975276    
## PC1479       4.396e-05  2.089e-04    0.210 0.833330    
## PC1480       3.270e-04  2.096e-04    1.560 0.118995    
## PC1481       3.313e-04  2.154e-04    1.538 0.124210    
## PC1482       1.267e-04  2.126e-04    0.596 0.551272    
## PC1483      -5.375e-04  2.123e-04   -2.532 0.011431 *  
## PC1484      -8.838e-05  2.109e-04   -0.419 0.675208    
## PC1485      -1.525e-04  2.125e-04   -0.718 0.473037    
## PC1486      -2.017e-04  2.127e-04   -0.948 0.343207    
## PC1487       2.894e-04  2.128e-04    1.360 0.174083    
## PC1488       1.964e-04  2.107e-04    0.932 0.351296    
## PC1489       3.403e-04  2.104e-04    1.618 0.105893    
## PC1490      -1.607e-04  2.115e-04   -0.760 0.447595    
## PC1491       1.521e-04  2.107e-04    0.722 0.470402    
## PC1492      -1.835e-04  2.127e-04   -0.862 0.388551    
## PC1493      -1.264e-04  2.140e-04   -0.590 0.555017    
## PC1494       5.932e-04  2.117e-04    2.802 0.005133 ** 
## PC1495       5.475e-04  2.114e-04    2.590 0.009679 ** 
## PC1496       7.375e-05  2.105e-04    0.350 0.726136    
## PC1497      -1.848e-04  2.056e-04   -0.899 0.368737    
## PC1498       2.278e-04  2.130e-04    1.069 0.285027    
## PC1499      -2.229e-04  2.089e-04   -1.067 0.286122    
## PC1500      -1.416e-04  2.095e-04   -0.676 0.499312    
## PC1501       2.802e-04  2.124e-04    1.319 0.187338    
## PC1502      -2.790e-04  2.149e-04   -1.299 0.194242    
## PC1503      -4.947e-05  2.072e-04   -0.239 0.811305    
## PC1504       1.013e-04  2.042e-04    0.496 0.619817    
## PC1505       1.584e-04  2.197e-04    0.721 0.471052    
## PC1506       2.140e-04  2.079e-04    1.029 0.303519    
## PC1507      -6.878e-05  2.128e-04   -0.323 0.746571    
## PC1508       7.540e-06  2.139e-04    0.035 0.971878    
## PC1509       2.530e-04  2.123e-04    1.192 0.233470    
## PC1510       6.456e-05  2.120e-04    0.305 0.760703    
## PC1511      -1.241e-04  2.107e-04   -0.589 0.555997    
## PC1512       4.478e-04  2.116e-04    2.117 0.034421 *  
## PC1513      -4.219e-05  2.123e-04   -0.199 0.842496    
## PC1514      -2.508e-04  2.146e-04   -1.168 0.242792    
## PC1515       5.235e-04  2.132e-04    2.455 0.014168 *  
## PC1516      -7.194e-05  2.149e-04   -0.335 0.737801    
## PC1517      -8.838e-05  2.113e-04   -0.418 0.675798    
## PC1518      -1.834e-05  2.098e-04   -0.087 0.930375    
## PC1519      -2.763e-04  2.155e-04   -1.282 0.200032    
## PC1520      -5.713e-05  2.109e-04   -0.271 0.786550    
## PC1521       2.982e-04  2.132e-04    1.399 0.162039    
## PC1522      -3.058e-04  2.127e-04   -1.438 0.150732    
## PC1523      -3.928e-06  2.124e-04   -0.018 0.985249    
## PC1524      -1.926e-04  2.079e-04   -0.926 0.354408    
## PC1525      -1.731e-04  2.139e-04   -0.809 0.418418    
## PC1526       2.627e-05  2.155e-04    0.122 0.903010    
## PC1527      -9.716e-05  2.076e-04   -0.468 0.639783    
## PC1528       3.282e-04  2.128e-04    1.542 0.123180    
## PC1529      -8.701e-05  2.177e-04   -0.400 0.689497    
## PC1530      -1.064e-05  2.103e-04   -0.051 0.959643    
## PC1531       1.894e-07  2.152e-04    0.001 0.999298    
## PC1532      -3.314e-04  2.126e-04   -1.559 0.119190    
## PC1533       2.400e-04  2.157e-04    1.113 0.265849    
## PC1534      -2.032e-04  2.136e-04   -0.951 0.341748    
## PC1535      -3.932e-04  2.162e-04   -1.818 0.069171 .  
## PC1536      -2.390e-04  2.135e-04   -1.119 0.263141    
## PC1537       4.963e-05  2.078e-04    0.239 0.811311    
## PC1538      -8.458e-05  2.105e-04   -0.402 0.687835    
## PC1539      -2.668e-04  2.192e-04   -1.218 0.223573    
## PC1540       7.160e-05  2.148e-04    0.333 0.738934    
## PC1541      -2.540e-04  2.139e-04   -1.187 0.235284    
## PC1542      -2.988e-04  2.130e-04   -1.403 0.160861    
## PC1543       2.787e-04  2.126e-04    1.311 0.190023    
## PC1544      -8.839e-06  2.174e-04   -0.041 0.967569    
## PC1545      -9.130e-05  2.118e-04   -0.431 0.666481    
## PC1546      -2.439e-04  2.138e-04   -1.141 0.254029    
## PC1547       1.494e-04  2.130e-04    0.701 0.483222    
## PC1548       2.041e-04  2.112e-04    0.966 0.334013    
## PC1549      -3.366e-04  2.108e-04   -1.597 0.110506    
## PC1550      -9.234e-05  2.103e-04   -0.439 0.660585    
## PC1551      -5.366e-05  2.156e-04   -0.249 0.803456    
## PC1552      -2.423e-04  2.128e-04   -1.139 0.254999    
## PC1553      -1.121e-04  2.129e-04   -0.527 0.598431    
## PC1554       1.665e-04  2.125e-04    0.784 0.433351    
## PC1555       2.287e-04  2.112e-04    1.083 0.278946    
## PC1556      -6.027e-05  2.108e-04   -0.286 0.774997    
## PC1557       1.624e-04  2.136e-04    0.761 0.447006    
## PC1558      -1.037e-04  2.105e-04   -0.492 0.622509    
## PC1559      -8.603e-05  2.137e-04   -0.403 0.687333    
## PC1560      -6.307e-05  2.117e-04   -0.298 0.765847    
## PC1561      -3.019e-07  2.151e-04   -0.001 0.998880    
## PC1562       2.223e-04  2.110e-04    1.054 0.292147    
## PC1563      -3.362e-04  2.191e-04   -1.534 0.125104    
## PC1564      -7.904e-05  2.104e-04   -0.376 0.707168    
## PC1565       2.548e-05  2.159e-04    0.118 0.906074    
## PC1566      -8.890e-05  2.091e-04   -0.425 0.670801    
## PC1567       1.314e-04  2.162e-04    0.608 0.543473    
## PC1568       1.604e-04  2.132e-04    0.753 0.451799    
## PC1569      -2.216e-04  2.106e-04   -1.052 0.292747    
## PC1570       5.395e-04  2.131e-04    2.532 0.011442 *  
## PC1571       6.929e-05  2.117e-04    0.327 0.743503    
## PC1572      -1.368e-04  2.127e-04   -0.643 0.520235    
## PC1573       1.071e-04  2.127e-04    0.504 0.614613    
## PC1574       3.274e-05  2.169e-04    0.151 0.880048    
## PC1575      -9.800e-05  2.160e-04   -0.454 0.650024    
## PC1576       1.819e-04  2.183e-04    0.833 0.404853    
## PC1577      -1.459e-04  2.192e-04   -0.665 0.505823    
## PC1578      -7.696e-05  2.180e-04   -0.353 0.724096    
## PC1579      -5.153e-04  2.123e-04   -2.427 0.015311 *  
## PC1580      -4.668e-04  2.166e-04   -2.155 0.031306 *  
## PC1581      -2.714e-04  2.107e-04   -1.288 0.197920    
## PC1582      -2.212e-04  2.169e-04   -1.020 0.307862    
## PC1583       9.853e-05  2.139e-04    0.461 0.645090    
## PC1584      -4.213e-04  2.090e-04   -2.016 0.043985 *  
## PC1585      -6.757e-04  2.129e-04   -3.173 0.001533 ** 
## PC1586      -2.906e-04  2.149e-04   -1.352 0.176491    
## PC1587      -7.028e-05  2.158e-04   -0.326 0.744724    
## PC1588       2.125e-05  2.160e-04    0.098 0.921640    
## PC1589       2.359e-05  2.120e-04    0.111 0.911392    
## PC1590       6.067e-05  2.143e-04    0.283 0.777160    
## PC1591      -2.452e-04  2.144e-04   -1.144 0.252923    
## PC1592       3.082e-05  2.111e-04    0.146 0.883956    
## PC1593      -1.603e-04  2.144e-04   -0.748 0.454835    
## PC1594      -2.141e-04  2.146e-04   -0.997 0.318693    
## PC1595       6.685e-05  2.151e-04    0.311 0.755961    
## PC1596       6.142e-05  2.086e-04    0.295 0.768409    
## PC1597       7.647e-05  2.139e-04    0.357 0.720781    
## PC1598      -2.604e-04  2.150e-04   -1.211 0.226078    
## PC1599      -9.398e-05  2.125e-04   -0.442 0.658283    
## PC1600       3.592e-04  2.136e-04    1.682 0.092801 .  
## PC1601       1.527e-04  2.181e-04    0.700 0.483824    
## PC1602       8.113e-05  2.141e-04    0.379 0.704741    
## PC1603       4.306e-04  2.164e-04    1.990 0.046755 *  
## PC1604      -3.084e-04  2.171e-04   -1.421 0.155556    
## PC1605       2.316e-04  2.187e-04    1.059 0.289701    
## PC1606      -1.879e-04  2.111e-04   -0.890 0.373423    
## PC1607       1.977e-04  2.121e-04    0.933 0.351182    
## PC1608      -1.922e-04  2.112e-04   -0.910 0.363106    
## PC1609      -2.938e-04  2.120e-04   -1.386 0.165936    
## PC1610       1.940e-04  2.172e-04    0.894 0.371695    
## PC1611      -3.259e-04  2.103e-04   -1.550 0.121366    
## PC1612      -1.540e-04  2.141e-04   -0.719 0.472171    
## PC1613       9.368e-07  2.132e-04    0.004 0.996495    
## PC1614       2.937e-04  2.165e-04    1.357 0.175055    
## PC1615      -3.966e-04  2.070e-04   -1.916 0.055583 .  
## PC1616       1.122e-04  2.141e-04    0.524 0.600391    
## PC1617      -3.890e-04  2.100e-04   -1.852 0.064126 .  
## PC1618       7.670e-06  2.142e-04    0.036 0.971439    
## PC1619       2.330e-05  2.187e-04    0.107 0.915169    
## PC1620      -2.714e-04  2.192e-04   -1.238 0.215971    
## PC1621       5.538e-04  2.148e-04    2.578 0.010009 *  
## PC1622       3.078e-04  2.251e-04    1.367 0.171664    
## PC1623       1.753e-04  2.096e-04    0.836 0.403060    
## PC1624       2.322e-05  2.133e-04    0.109 0.913321    
## PC1625       5.604e-04  2.141e-04    2.618 0.008928 ** 
## PC1626       8.813e-05  2.103e-04    0.419 0.675181    
## PC1627      -4.435e-04  2.168e-04   -2.046 0.040912 *  
## PC1628       3.148e-04  2.185e-04    1.441 0.149768    
## PC1629       1.961e-04  2.157e-04    0.909 0.363508    
## PC1630       5.545e-05  2.193e-04    0.253 0.800465    
## PC1631       1.425e-04  2.123e-04    0.671 0.502334    
## PC1632       1.146e-04  2.112e-04    0.542 0.587566    
## PC1633       2.253e-05  2.168e-04    0.104 0.917241    
## PC1634      -1.443e-04  2.128e-04   -0.678 0.497710    
## PC1635       4.956e-05  2.149e-04    0.231 0.817621    
## PC1636      -1.525e-04  2.186e-04   -0.698 0.485319    
## PC1637       1.932e-05  2.137e-04    0.090 0.927973    
## PC1638       2.332e-04  2.140e-04    1.090 0.276022    
## PC1639       2.697e-04  2.174e-04    1.240 0.214990    
## PC1640      -4.618e-04  2.158e-04   -2.140 0.032532 *  
## PC1641      -2.474e-04  2.201e-04   -1.124 0.261144    
## PC1642       2.034e-05  2.150e-04    0.095 0.924610    
## PC1643       2.514e-04  2.123e-04    1.184 0.236574    
## PC1644       1.753e-04  2.209e-04    0.794 0.427567    
## PC1645      -2.912e-04  2.119e-04   -1.374 0.169495    
## PC1646       6.241e-05  2.166e-04    0.288 0.773222    
## PC1647      -4.063e-05  2.195e-04   -0.185 0.853148    
## PC1648       2.894e-05  2.160e-04    0.134 0.893421    
## PC1649       3.563e-04  2.139e-04    1.666 0.095866 .  
## PC1650       1.061e-04  2.154e-04    0.493 0.622258    
## PC1651       4.450e-05  2.156e-04    0.206 0.836512    
## PC1652      -1.423e-04  2.187e-04   -0.651 0.515253    
## PC1653       2.216e-04  2.200e-04    1.007 0.313855    
## PC1654      -1.120e-04  2.159e-04   -0.519 0.603960    
## PC1655       5.506e-04  2.189e-04    2.515 0.011995 *  
## PC1656       2.642e-05  2.135e-04    0.124 0.901537    
## PC1657       4.475e-06  2.198e-04    0.020 0.983764    
## PC1658       1.854e-04  2.141e-04    0.866 0.386698    
## PC1659       2.022e-04  2.180e-04    0.927 0.353846    
## PC1660      -1.186e-04  2.179e-04   -0.544 0.586455    
## PC1661       9.385e-05  2.125e-04    0.442 0.658793    
## PC1662      -4.081e-05  2.165e-04   -0.189 0.850483    
## PC1663      -1.942e-04  2.122e-04   -0.915 0.360139    
## PC1664       1.728e-04  2.151e-04    0.803 0.421866    
## PC1665       1.197e-04  2.166e-04    0.553 0.580505    
## PC1666       1.193e-04  2.105e-04    0.567 0.570888    
## PC1667      -2.470e-04  2.189e-04   -1.129 0.259170    
## PC1668      -2.719e-05  2.156e-04   -0.126 0.899647    
## PC1669      -3.495e-05  2.222e-04   -0.157 0.875058    
## PC1670       6.761e-05  2.140e-04    0.316 0.752054    
## PC1671       1.273e-04  2.161e-04    0.589 0.555970    
## PC1672       1.647e-04  2.156e-04    0.764 0.445051    
## PC1673      -2.488e-05  2.168e-04   -0.115 0.908649    
## PC1674       4.968e-04  2.136e-04    2.326 0.020118 *  
## PC1675      -1.556e-04  2.141e-04   -0.727 0.467308    
## PC1676      -5.947e-05  2.171e-04   -0.274 0.784231    
## PC1677      -2.162e-04  2.184e-04   -0.990 0.322315    
## PC1678       2.273e-04  2.112e-04    1.076 0.282099    
## PC1679      -9.794e-05  2.161e-04   -0.453 0.650428    
## PC1680       2.291e-05  2.202e-04    0.104 0.917183    
## PC1681      -3.282e-04  2.139e-04   -1.534 0.125212    
## PC1682      -4.798e-05  2.168e-04   -0.221 0.824893    
## PC1683      -4.990e-05  2.174e-04   -0.230 0.818499    
## PC1684      -6.919e-05  2.196e-04   -0.315 0.752742    
## PC1685      -4.182e-04  2.169e-04   -1.928 0.053997 .  
## PC1686      -6.130e-05  2.170e-04   -0.282 0.777629    
## PC1687       1.254e-04  2.170e-04    0.578 0.563300    
## PC1688       3.277e-04  2.156e-04    1.520 0.128742    
## PC1689       1.772e-04  2.144e-04    0.826 0.408640    
## PC1690       1.835e-04  2.193e-04    0.837 0.402735    
## PC1691       3.441e-04  2.163e-04    1.591 0.111825    
## PC1692       2.099e-04  2.166e-04    0.969 0.332595    
## PC1693       2.316e-05  2.208e-04    0.105 0.916463    
## PC1694      -1.514e-04  2.202e-04   -0.687 0.491897    
## PC1695      -7.236e-05  2.162e-04   -0.335 0.737926    
## PC1696      -1.175e-04  2.169e-04   -0.542 0.588034    
## PC1697      -4.267e-04  2.179e-04   -1.959 0.050329 .  
## PC1698       2.864e-04  2.125e-04    1.348 0.177912    
## PC1699      -1.770e-04  2.121e-04   -0.834 0.404214    
## PC1700      -2.242e-04  2.149e-04   -1.043 0.296961    
## PC1701       2.071e-04  2.200e-04    0.941 0.346610    
## PC1702      -1.343e-04  2.218e-04   -0.606 0.544834    
## PC1703       1.271e-04  2.134e-04    0.596 0.551525    
## PC1704      -1.592e-05  2.147e-04   -0.074 0.940914    
## PC1705      -2.144e-04  2.160e-04   -0.992 0.321189    
## PC1706      -1.759e-04  2.121e-04   -0.829 0.407066    
## PC1707       1.212e-04  2.182e-04    0.555 0.578678    
## PC1708      -2.698e-05  2.167e-04   -0.124 0.900949    
## PC1709       2.512e-04  2.137e-04    1.176 0.239878    
## PC1710      -3.331e-05  2.161e-04   -0.154 0.877542    
## PC1711      -8.798e-05  2.181e-04   -0.403 0.686677    
## PC1712      -1.344e-04  2.194e-04   -0.613 0.540130    
## PC1713      -1.544e-04  2.186e-04   -0.706 0.479981    
## PC1714      -1.530e-04  2.176e-04   -0.703 0.482214    
## PC1715       1.516e-04  2.186e-04    0.693 0.488096    
## PC1716       3.708e-04  2.187e-04    1.695 0.090211 .  
## PC1717      -6.686e-05  2.129e-04   -0.314 0.753560    
## PC1718      -2.351e-04  2.185e-04   -1.076 0.282160    
## PC1719       2.006e-04  2.184e-04    0.919 0.358475    
## PC1720       5.528e-06  2.214e-04    0.025 0.980082    
## PC1721      -2.035e-04  2.155e-04   -0.944 0.345187    
## PC1722      -4.039e-04  2.177e-04   -1.856 0.063652 .  
## PC1723       5.503e-04  2.164e-04    2.543 0.011086 *  
## PC1724      -2.370e-05  2.162e-04   -0.110 0.912738    
## PC1725      -4.882e-04  2.158e-04   -2.262 0.023826 *  
## PC1726       7.602e-05  2.184e-04    0.348 0.727812    
## PC1727       2.448e-04  2.230e-04    1.098 0.272428    
## PC1728      -3.215e-04  2.151e-04   -1.495 0.135117    
## PC1729      -1.168e-04  2.174e-04   -0.537 0.591034    
## PC1730      -4.643e-05  2.181e-04   -0.213 0.831411    
## PC1731      -1.293e-04  2.201e-04   -0.588 0.556936    
## PC1732      -7.337e-05  2.161e-04   -0.340 0.734232    
## PC1733       2.557e-04  2.178e-04    1.174 0.240583    
## PC1734       3.474e-05  2.147e-04    0.162 0.871469    
## PC1735      -1.453e-05  2.191e-04   -0.066 0.947117    
## PC1736      -2.909e-04  2.136e-04   -1.362 0.173448    
## PC1737       2.075e-04  2.187e-04    0.949 0.342778    
## PC1738      -2.533e-04  2.215e-04   -1.143 0.253022    
## PC1739      -7.745e-05  2.212e-04   -0.350 0.726244    
## PC1740      -9.348e-05  2.181e-04   -0.429 0.668288    
## PC1741      -1.887e-04  2.154e-04   -0.876 0.381088    
## PC1742      -9.104e-06  2.128e-04   -0.043 0.965879    
## PC1743      -2.145e-04  2.222e-04   -0.966 0.334426    
## PC1744       1.745e-04  2.184e-04    0.799 0.424519    
## PC1745      -6.541e-05  2.198e-04   -0.298 0.766000    
## PC1746       2.810e-04  2.138e-04    1.314 0.188865    
## PC1747       5.564e-04  2.178e-04    2.554 0.010723 *  
## PC1748       1.103e-07  2.193e-04    0.001 0.999599    
## PC1749      -2.199e-04  2.209e-04   -0.995 0.319753    
## PC1750      -2.101e-04  2.159e-04   -0.973 0.330620    
## PC1751       1.423e-04  2.184e-04    0.652 0.514640    
## PC1752      -9.815e-05  2.154e-04   -0.456 0.648757    
## PC1753      -8.317e-05  2.176e-04   -0.382 0.702363    
## PC1754      -9.257e-05  2.184e-04   -0.424 0.671713    
## PC1755      -1.585e-04  2.193e-04   -0.723 0.469897    
## PC1756      -1.882e-05  2.158e-04   -0.087 0.930525    
## PC1757      -1.664e-04  2.177e-04   -0.764 0.444726    
## PC1758       1.902e-04  2.178e-04    0.873 0.382612    
## PC1759       1.865e-04  2.157e-04    0.865 0.387166    
## PC1760      -2.692e-04  2.172e-04   -1.239 0.215385    
## PC1761       2.993e-04  2.173e-04    1.377 0.168635    
## PC1762       9.987e-05  2.146e-04    0.465 0.641689    
## PC1763       1.354e-04  2.208e-04    0.613 0.539701    
## PC1764       4.353e-04  2.176e-04    2.000 0.045648 *  
## PC1765       1.225e-04  2.184e-04    0.561 0.574935    
## PC1766       2.711e-05  2.211e-04    0.123 0.902435    
## PC1767      -1.044e-04  2.179e-04   -0.479 0.631826    
## PC1768      -2.070e-05  2.205e-04   -0.094 0.925208    
## PC1769      -2.334e-04  2.159e-04   -1.081 0.279746    
## PC1770      -3.606e-04  2.195e-04   -1.643 0.100520    
## PC1771       1.915e-04  2.262e-04    0.846 0.397443    
## PC1772      -4.103e-04  2.151e-04   -1.907 0.056632 .  
## PC1773       3.852e-04  2.226e-04    1.731 0.083707 .  
## PC1774      -1.610e-04  2.220e-04   -0.725 0.468490    
## PC1775      -1.066e-04  2.233e-04   -0.477 0.633210    
## PC1776      -1.393e-04  2.149e-04   -0.648 0.517112    
## PC1777      -2.310e-04  2.166e-04   -1.066 0.286437    
## PC1778      -1.201e-04  2.260e-04   -0.532 0.595054    
## PC1779      -8.276e-05  2.255e-04   -0.367 0.713612    
## PC1780       1.024e-04  2.193e-04    0.467 0.640553    
## PC1781       2.360e-04  2.165e-04    1.090 0.275859    
## PC1782       5.723e-05  2.158e-04    0.265 0.790872    
## PC1783       2.340e-04  2.193e-04    1.067 0.286139    
## PC1784       1.284e-04  2.180e-04    0.589 0.556105    
## PC1785      -4.164e-04  2.216e-04   -1.879 0.060379 .  
## PC1786      -1.998e-04  2.241e-04   -0.892 0.372647    
## PC1787      -1.698e-04  2.190e-04   -0.776 0.438104    
## PC1788      -2.135e-04  2.189e-04   -0.976 0.329369    
## PC1789      -1.186e-04  2.205e-04   -0.538 0.590756    
## PC1790      -8.713e-05  2.205e-04   -0.395 0.692801    
## PC1791       9.427e-05  2.216e-04    0.425 0.670657    
## PC1792       2.034e-04  2.164e-04    0.940 0.347296    
## PC1793       3.907e-04  2.194e-04    1.781 0.075146 .  
## PC1794       8.686e-05  2.141e-04    0.406 0.685081    
## PC1795       1.859e-04  2.227e-04    0.835 0.404022    
## PC1796      -2.916e-04  2.169e-04   -1.344 0.179030    
## PC1797       2.826e-04  2.206e-04    1.281 0.200486    
## PC1798      -4.550e-04  2.172e-04   -2.095 0.036288 *  
## PC1799      -5.973e-06  2.207e-04   -0.027 0.978408    
## PC1800       4.460e-04  2.206e-04    2.021 0.043405 *  
## PC1801      -1.847e-05  2.173e-04   -0.085 0.932277    
## PC1802      -1.544e-04  2.187e-04   -0.706 0.480322    
## PC1803      -2.344e-04  2.285e-04   -1.026 0.304992    
## PC1804       3.991e-04  2.221e-04    1.797 0.072561 .  
## PC1805       8.269e-05  2.178e-04    0.380 0.704315    
## PC1806       1.305e-04  2.192e-04    0.595 0.551886    
## PC1807      -6.191e-04  2.176e-04   -2.845 0.004486 ** 
## PC1808      -2.702e-04  2.163e-04   -1.249 0.211694    
## PC1809       3.400e-04  2.158e-04    1.575 0.115343    
## PC1810       6.437e-05  2.201e-04    0.292 0.770006    
## PC1811      -2.797e-04  2.223e-04   -1.258 0.208506    
## PC1812       6.379e-05  2.222e-04    0.287 0.774058    
## PC1813      -3.197e-04  2.211e-04   -1.446 0.148313    
## PC1814      -4.369e-04  2.145e-04   -2.037 0.041818 *  
## PC1815       4.207e-04  2.164e-04    1.945 0.051982 .  
## PC1816      -8.442e-05  2.183e-04   -0.387 0.699010    
## PC1817      -2.107e-04  2.226e-04   -0.947 0.343848    
## PC1818       2.342e-04  2.229e-04    1.051 0.293558    
## PC1819       2.035e-04  2.172e-04    0.937 0.349082    
## PC1820       1.993e-04  2.157e-04    0.924 0.355695    
## PC1821       5.166e-04  2.176e-04    2.375 0.017667 *  
## PC1822      -2.623e-04  2.234e-04   -1.174 0.240588    
## PC1823      -1.048e-04  2.223e-04   -0.472 0.637282    
## PC1824       2.885e-05  2.209e-04    0.131 0.896112    
## PC1825      -1.482e-04  2.236e-04   -0.663 0.507431    
## PC1826       2.754e-04  2.204e-04    1.250 0.211578    
## PC1827      -3.256e-04  2.187e-04   -1.489 0.136756    
## PC1828      -3.040e-04  2.281e-04   -1.333 0.182764    
## PC1829       1.263e-04  2.235e-04    0.565 0.572093    
## PC1830      -1.590e-04  2.185e-04   -0.728 0.466693    
## PC1831      -3.586e-05  2.226e-04   -0.161 0.872015    
## PC1832      -3.083e-04  2.171e-04   -1.420 0.155781    
## PC1833      -5.147e-04  2.196e-04   -2.343 0.019223 *  
## PC1834      -7.817e-06  2.221e-04   -0.035 0.971932    
## PC1835       4.238e-04  2.197e-04    1.929 0.053856 .  
## PC1836       4.652e-04  2.154e-04    2.160 0.030917 *  
## PC1837      -5.589e-05  2.197e-04   -0.254 0.799259    
## PC1838       2.362e-04  2.198e-04    1.075 0.282683    
## PC1839       3.296e-04  2.216e-04    1.488 0.137024    
## PC1840       5.806e-05  2.161e-04    0.269 0.788240    
## PC1841       1.134e-04  2.172e-04    0.522 0.601583    
## PC1842      -2.323e-04  2.214e-04   -1.049 0.294131    
## PC1843      -1.749e-04  2.159e-04   -0.810 0.417911    
## PC1844       4.380e-04  2.227e-04    1.967 0.049332 *  
## PC1845       2.031e-05  2.212e-04    0.092 0.926880    
## PC1846      -2.513e-04  2.247e-04   -1.118 0.263616    
## PC1847      -4.038e-04  2.200e-04   -1.836 0.066565 .  
## PC1848       2.037e-04  2.178e-04    0.936 0.349646    
## PC1849      -4.192e-04  2.201e-04   -1.904 0.057044 .  
## PC1850      -5.514e-05  2.219e-04   -0.248 0.803827    
## PC1851      -3.791e-04  2.226e-04   -1.704 0.088635 .  
## PC1852       3.646e-04  2.233e-04    1.633 0.102653    
## PC1853      -2.868e-04  2.175e-04   -1.319 0.187470    
## PC1854       2.203e-04  2.223e-04    0.991 0.321934    
## PC1855       1.022e-04  2.201e-04    0.464 0.642520    
## PC1856      -1.322e-04  2.235e-04   -0.591 0.554351    
## PC1857       1.089e-05  2.190e-04    0.050 0.960361    
## PC1858       2.453e-05  2.246e-04    0.109 0.913026    
## PC1859      -6.635e-05  2.168e-04   -0.306 0.759575    
## PC1860       3.129e-04  2.228e-04    1.404 0.160370    
## PC1861      -1.229e-05  2.221e-04   -0.055 0.955881    
## PC1862      -1.642e-04  2.209e-04   -0.744 0.457247    
## PC1863       5.288e-05  2.228e-04    0.237 0.812446    
## PC1864       2.592e-05  2.282e-04    0.114 0.909565    
## PC1865       4.078e-04  2.244e-04    1.817 0.069397 .  
## PC1866       4.305e-04  2.235e-04    1.926 0.054317 .  
## PC1867       2.697e-04  2.248e-04    1.200 0.230463    
## PC1868      -1.138e-04  2.222e-04   -0.512 0.608553    
## PC1869      -1.286e-04  2.179e-04   -0.590 0.555204    
## PC1870      -6.579e-04  2.252e-04   -2.921 0.003533 ** 
## PC1871      -3.731e-04  2.222e-04   -1.679 0.093333 .  
## PC1872       1.690e-04  2.225e-04    0.760 0.447565    
## PC1873      -9.628e-05  2.193e-04   -0.439 0.660752    
## PC1874       3.503e-05  2.219e-04    0.158 0.874596    
## PC1875       8.493e-05  2.188e-04    0.388 0.697868    
## PC1876       1.892e-04  2.240e-04    0.845 0.398344    
## PC1877       3.463e-04  2.185e-04    1.585 0.113090    
## PC1878       4.753e-04  2.187e-04    2.173 0.029901 *  
## PC1879       2.568e-04  2.184e-04    1.176 0.239811    
## PC1880      -2.930e-04  2.242e-04   -1.307 0.191412    
## PC1881       2.930e-04  2.196e-04    1.334 0.182266    
## PC1882       4.558e-06  2.223e-04    0.021 0.983643    
## PC1883       3.084e-05  2.210e-04    0.140 0.889040    
## PC1884       3.943e-05  2.223e-04    0.177 0.859232    
## PC1885      -2.434e-04  2.165e-04   -1.124 0.261125    
## PC1886      -1.121e-04  2.202e-04   -0.509 0.610646    
## PC1887      -3.276e-06  2.192e-04   -0.015 0.988075    
## PC1888       6.659e-08  2.216e-04    0.000 0.999760    
## PC1889      -2.274e-04  2.229e-04   -1.020 0.307920    
## PC1890      -5.861e-04  2.249e-04   -2.605 0.009252 ** 
## PC1891       1.183e-04  2.230e-04    0.530 0.595966    
## PC1892      -7.120e-05  2.187e-04   -0.326 0.744823    
## PC1893      -2.364e-04  2.167e-04   -1.091 0.275267    
## PC1894      -5.989e-06  2.223e-04   -0.027 0.978512    
## PC1895      -3.800e-04  2.246e-04   -1.692 0.090773 .  
## PC1896       7.899e-05  2.244e-04    0.352 0.724891    
## PC1897      -2.701e-04  2.197e-04   -1.229 0.219082    
## PC1898      -1.273e-04  2.241e-04   -0.568 0.570100    
## PC1899       2.286e-05  2.247e-04    0.102 0.918985    
## PC1900       1.978e-04  2.211e-04    0.895 0.371069    
## PC1901      -2.871e-04  2.272e-04   -1.263 0.206581    
## PC1902      -2.686e-04  2.215e-04   -1.213 0.225439    
## PC1903       1.279e-04  2.212e-04    0.578 0.563111    
## PC1904      -7.166e-05  2.173e-04   -0.330 0.741587    
## PC1905       2.055e-04  2.228e-04    0.922 0.356625    
## PC1906      -5.150e-05  2.213e-04   -0.233 0.816007    
## PC1907       3.363e-06  2.206e-04    0.015 0.987840    
## PC1908       3.360e-04  2.217e-04    1.515 0.129899    
## PC1909      -4.578e-05  2.259e-04   -0.203 0.839451    
## PC1910       2.535e-04  2.244e-04    1.130 0.258625    
## PC1911       5.480e-06  2.160e-04    0.025 0.979758    
## PC1912       1.768e-04  2.220e-04    0.797 0.425840    
## PC1913      -1.470e-04  2.205e-04   -0.667 0.505094    
## PC1914      -6.664e-04  2.255e-04   -2.955 0.003169 ** 
## PC1915       1.611e-04  2.267e-04    0.710 0.477555    
## PC1916       1.066e-04  2.266e-04    0.471 0.637954    
## PC1917       1.207e-04  2.234e-04    0.540 0.589109    
## PC1918      -4.933e-04  2.175e-04   -2.268 0.023464 *  
## PC1919      -9.583e-05  2.241e-04   -0.428 0.669003    
## PC1920       1.060e-04  2.226e-04    0.476 0.634093    
## PC1921       1.029e-04  2.231e-04    0.461 0.644627    
## PC1922       2.116e-04  2.215e-04    0.955 0.339593    
## PC1923       3.123e-04  2.246e-04    1.390 0.164659    
## PC1924       5.823e-05  2.196e-04    0.265 0.790892    
## PC1925      -9.848e-05  2.222e-04   -0.443 0.657715    
## PC1926       1.231e-04  2.238e-04    0.550 0.582280    
## PC1927       6.473e-05  2.278e-04    0.284 0.776340    
## PC1928      -1.177e-05  2.221e-04   -0.053 0.957736    
## PC1929       2.440e-05  2.288e-04    0.107 0.915090    
## PC1930      -2.406e-04  2.260e-04   -1.065 0.287081    
## PC1931       6.428e-05  2.204e-04    0.292 0.770547    
## PC1932       2.521e-05  2.251e-04    0.112 0.910842    
## PC1933      -4.095e-04  2.204e-04   -1.858 0.063407 .  
## PC1934      -4.414e-05  2.249e-04   -0.196 0.844447    
## PC1935       3.699e-04  2.238e-04    1.653 0.098558 .  
## PC1936       2.238e-04  2.221e-04    1.008 0.313726    
## PC1937       2.843e-04  2.210e-04    1.287 0.198402    
## PC1938       2.351e-06  2.239e-04    0.011 0.991623    
## PC1939       3.806e-05  2.232e-04    0.170 0.864659    
## PC1940      -1.091e-04  2.231e-04   -0.489 0.624879    
## PC1941       4.187e-04  2.197e-04    1.905 0.056891 .  
## PC1942       1.518e-04  2.277e-04    0.667 0.505168    
## PC1943       1.006e-04  2.213e-04    0.455 0.649360    
## PC1944       2.879e-04  2.230e-04    1.291 0.197018    
## PC1945      -3.845e-04  2.274e-04   -1.691 0.091044 .  
## PC1946      -1.265e-04  2.229e-04   -0.568 0.570442    
## PC1947       6.296e-04  2.257e-04    2.790 0.005334 ** 
## PC1948       1.059e-04  2.276e-04    0.465 0.641799    
## PC1949      -4.208e-04  2.223e-04   -1.893 0.058529 .  
## PC1950       4.091e-04  2.207e-04    1.853 0.063989 .  
## PC1951       3.887e-04  2.244e-04    1.732 0.083449 .  
## PC1952       2.436e-05  2.214e-04    0.110 0.912384    
## PC1953      -3.616e-04  2.292e-04   -1.578 0.114837    
## PC1954      -1.144e-04  2.206e-04   -0.518 0.604201    
## PC1955      -1.207e-04  2.249e-04   -0.537 0.591595    
## PC1956      -5.459e-04  2.260e-04   -2.415 0.015841 *  
## PC1957       3.624e-05  2.207e-04    0.164 0.869585    
## PC1958      -1.015e-04  2.275e-04   -0.446 0.655474    
## PC1959       1.313e-05  2.184e-04    0.060 0.952053    
## PC1960       2.165e-04  2.197e-04    0.985 0.324642    
## PC1961      -1.176e-04  2.235e-04   -0.526 0.598751    
## PC1962      -4.414e-04  2.190e-04   -2.015 0.044034 *  
## PC1963      -3.838e-04  2.204e-04   -1.742 0.081743 .  
## PC1964       2.247e-04  2.216e-04    1.014 0.310822    
## PC1965       1.984e-04  2.255e-04    0.880 0.379106    
## PC1966       1.565e-04  2.203e-04    0.711 0.477472    
## PC1967       2.139e-04  2.228e-04    0.960 0.337357    
## PC1968       1.867e-04  2.265e-04    0.824 0.409913    
## PC1969      -2.174e-05  2.238e-04   -0.097 0.922610    
## PC1970      -4.324e-04  2.216e-04   -1.951 0.051242 .  
## PC1971       3.342e-04  2.234e-04    1.496 0.134860    
## PC1972      -6.448e-04  2.233e-04   -2.888 0.003929 ** 
## PC1973      -2.563e-04  2.242e-04   -1.143 0.253139    
## PC1974       1.935e-04  2.263e-04    0.855 0.392593    
## PC1975      -2.827e-04  2.232e-04   -1.267 0.205393    
## PC1976      -5.741e-05  2.274e-04   -0.252 0.800735    
## PC1977      -5.592e-05  2.275e-04   -0.246 0.805883    
## PC1978       1.972e-04  2.251e-04    0.876 0.381162    
## PC1979      -9.057e-05  2.245e-04   -0.403 0.686668    
## PC1980       2.620e-04  2.209e-04    1.186 0.235786    
## PC1981       1.385e-04  2.213e-04    0.626 0.531407    
## PC1982       7.353e-06  2.241e-04    0.033 0.973832    
## PC1983       2.782e-04  2.213e-04    1.257 0.208948    
## PC1984       1.871e-04  2.259e-04    0.828 0.407690    
## PC1985       1.300e-04  2.220e-04    0.585 0.558337    
## PC1986       3.298e-05  2.202e-04    0.150 0.880971    
## PC1987       2.423e-04  2.203e-04    1.100 0.271501    
## PC1988       4.908e-04  2.235e-04    2.196 0.028204 *  
## PC1989      -1.848e-04  2.240e-04   -0.825 0.409532    
## PC1990      -1.794e-04  2.262e-04   -0.793 0.427643    
## PC1991      -2.471e-04  2.249e-04   -1.099 0.272018    
## PC1992       2.291e-06  2.276e-04    0.010 0.991971    
## PC1993      -3.875e-04  2.227e-04   -1.740 0.082027 .  
## PC1994      -2.727e-04  2.229e-04   -1.223 0.221380    
## PC1995       1.132e-04  2.267e-04    0.499 0.617715    
## PC1996      -4.189e-04  2.256e-04   -1.857 0.063527 .  
## PC1997      -1.431e-04  2.293e-04   -0.624 0.532762    
## PC1998      -5.172e-04  2.184e-04   -2.368 0.018015 *  
## PC1999       2.639e-04  2.252e-04    1.172 0.241432    
## PC2000       1.148e-04  2.246e-04    0.511 0.609274    
## PC2001       2.053e-04  2.341e-04    0.877 0.380515    
## PC2002       1.206e-04  2.279e-04    0.529 0.596572    
## PC2003      -1.343e-04  2.257e-04   -0.595 0.551984    
## PC2004       5.226e-05  2.301e-04    0.227 0.820356    
## PC2005      -2.291e-04  2.261e-04   -1.014 0.310954    
## PC2006      -8.249e-07  2.274e-04   -0.004 0.997105    
## PC2007      -1.512e-04  2.230e-04   -0.678 0.497882    
## PC2008       1.606e-04  2.211e-04    0.727 0.467607    
## PC2009      -2.046e-04  2.243e-04   -0.912 0.361837    
## PC2010      -1.730e-04  2.253e-04   -0.768 0.442639    
## PC2011      -8.814e-05  2.205e-04   -0.400 0.689371    
## PC2012      -4.368e-04  2.241e-04   -1.949 0.051442 .  
## PC2013       1.672e-04  2.268e-04    0.737 0.461065    
## PC2014      -1.639e-04  2.243e-04   -0.731 0.465105    
## PC2015       2.273e-04  2.269e-04    1.002 0.316477    
## PC2016      -9.575e-05  2.215e-04   -0.432 0.665575    
## PC2017      -4.174e-04  2.242e-04   -1.861 0.062869 .  
## PC2018      -2.528e-04  2.239e-04   -1.129 0.259014    
## PC2019       2.147e-04  2.282e-04    0.941 0.346911    
## PC2020       2.675e-04  2.225e-04    1.203 0.229302    
## PC2021      -1.317e-04  2.233e-04   -0.590 0.555419    
## PC2022      -8.856e-05  2.303e-04   -0.385 0.700640    
## PC2023      -1.464e-04  2.256e-04   -0.649 0.516380    
## PC2024      -1.847e-04  2.231e-04   -0.828 0.407915    
## PC2025      -1.297e-04  2.233e-04   -0.581 0.561298    
## PC2026      -8.870e-05  2.263e-04   -0.392 0.695141    
## PC2027       4.164e-05  2.269e-04    0.184 0.854393    
## PC2028       4.715e-04  2.285e-04    2.064 0.039165 *  
## PC2029      -1.644e-04  2.287e-04   -0.719 0.472298    
## PC2030       1.901e-05  2.257e-04    0.084 0.932899    
## PC2031      -4.010e-04  2.262e-04   -1.773 0.076423 .  
## PC2032      -8.090e-05  2.268e-04   -0.357 0.721308    
## PC2033      -6.842e-05  2.311e-04   -0.296 0.767233    
## PC2034      -4.559e-06  2.237e-04   -0.020 0.983741    
## PC2035       2.092e-04  2.235e-04    0.936 0.349411    
## PC2036      -1.247e-04  2.229e-04   -0.559 0.576021    
## PC2037       2.220e-04  2.220e-04    1.000 0.317414    
## PC2038      -2.659e-04  2.237e-04   -1.189 0.234739    
## PC2039       1.591e-04  2.291e-04    0.695 0.487459    
## PC2040      -2.145e-05  2.264e-04   -0.095 0.924505    
## PC2041       3.576e-04  2.304e-04    1.552 0.120802    
## PC2042       6.707e-04  2.260e-04    2.968 0.003043 ** 
## PC2043       4.611e-05  2.229e-04    0.207 0.836131    
## PC2044       4.051e-05  2.233e-04    0.181 0.856055    
## PC2045       2.246e-04  2.268e-04    0.990 0.322254    
## PC2046      -4.690e-05  2.235e-04   -0.210 0.833794    
## PC2047      -1.160e-04  2.241e-04   -0.518 0.604753    
## PC2048      -6.098e-05  2.226e-04   -0.274 0.784168    
## PC2049      -9.302e-05  2.252e-04   -0.413 0.679635    
## PC2050      -3.134e-04  2.295e-04   -1.365 0.172355    
## PC2051       7.856e-06  2.277e-04    0.034 0.972483    
## PC2052       1.189e-04  2.210e-04    0.538 0.590593    
## PC2053       7.355e-05  2.259e-04    0.326 0.744756    
## PC2054      -5.888e-04  2.236e-04   -2.633 0.008529 ** 
## PC2055      -6.036e-05  2.260e-04   -0.267 0.789459    
## PC2056       4.168e-05  2.274e-04    0.183 0.854607    
## PC2057       1.284e-04  2.296e-04    0.559 0.575908    
## PC2058       1.398e-04  2.252e-04    0.621 0.534874    
## PC2059      -3.551e-04  2.279e-04   -1.558 0.119429    
## PC2060       1.389e-04  2.265e-04    0.613 0.539758    
## PC2061       2.793e-04  2.248e-04    1.242 0.214337    
## PC2062       2.480e-04  2.234e-04    1.111 0.266919    
## PC2063      -2.216e-04  2.268e-04   -0.977 0.328749    
## PC2064      -2.286e-04  2.272e-04   -1.006 0.314538    
## PC2065      -9.515e-05  2.225e-04   -0.428 0.668977    
## PC2066       5.012e-06  2.206e-04    0.023 0.981879    
## PC2067      -1.125e-04  2.227e-04   -0.505 0.613607    
## PC2068      -2.115e-05  2.272e-04   -0.093 0.925827    
## PC2069      -2.343e-04  2.277e-04   -1.029 0.303600    
## PC2070      -2.594e-04  2.300e-04   -1.128 0.259554    
## PC2071       2.542e-04  2.304e-04    1.103 0.270057    
## PC2072       1.763e-05  2.271e-04    0.078 0.938128    
## PC2073       3.098e-04  2.298e-04    1.348 0.177806    
## PC2074      -1.578e-04  2.232e-04   -0.707 0.479695    
## PC2075      -2.565e-06  2.270e-04   -0.011 0.990985    
## PC2076       2.961e-04  2.269e-04    1.305 0.192029    
## PC2077      -1.439e-04  2.241e-04   -0.642 0.520834    
## PC2078       1.597e-05  2.227e-04    0.072 0.942841    
## PC2079       3.189e-04  2.282e-04    1.397 0.162453    
## PC2080       1.713e-04  2.239e-04    0.765 0.444429    
## PC2081      -4.947e-05  2.223e-04   -0.223 0.823905    
## PC2082       2.871e-05  2.263e-04    0.127 0.899059    
## PC2083       2.122e-05  2.299e-04    0.092 0.926447    
## PC2084      -1.456e-04  2.252e-04   -0.646 0.518078    
## PC2085       1.023e-04  2.292e-04    0.446 0.655302    
## PC2086      -4.751e-04  2.283e-04   -2.081 0.037539 *  
## PC2087      -1.608e-04  2.277e-04   -0.706 0.480005    
## PC2088       2.855e-04  2.285e-04    1.250 0.211573    
## PC2089       3.652e-04  2.245e-04    1.627 0.103983    
## PC2090      -1.140e-05  2.267e-04   -0.050 0.959918    
## PC2091       2.100e-04  2.280e-04    0.921 0.357360    
## PC2092      -5.985e-05  2.294e-04   -0.261 0.794222    
## PC2093       6.635e-06  2.283e-04    0.029 0.976817    
## PC2094       5.157e-04  2.253e-04    2.289 0.022185 *  
## PC2095       4.286e-04  2.257e-04    1.899 0.057717 .  
## PC2096      -2.578e-05  2.262e-04   -0.114 0.909275    
## PC2097       1.856e-04  2.359e-04    0.787 0.431598    
## PC2098      -3.483e-04  2.291e-04   -1.520 0.128591    
## PC2099       1.475e-04  2.270e-04    0.650 0.516045    
## PC2100      -1.323e-04  2.230e-04   -0.593 0.553218    
## PC2101      -2.030e-04  2.253e-04   -0.901 0.367618    
## PC2102       1.721e-04  2.272e-04    0.758 0.448822    
## PC2103      -7.360e-05  2.296e-04   -0.321 0.748537    
## PC2104       3.373e-04  2.241e-04    1.505 0.132507    
## PC2105      -2.436e-04  2.266e-04   -1.075 0.282590    
## PC2106       4.772e-04  2.289e-04    2.084 0.037277 *  
## PC2107      -5.848e-05  2.295e-04   -0.255 0.798861    
## PC2108       2.826e-04  2.280e-04    1.239 0.215486    
## PC2109       1.572e-04  2.269e-04    0.693 0.488433    
## PC2110      -1.457e-04  2.231e-04   -0.653 0.513692    
## PC2111       4.397e-04  2.276e-04    1.932 0.053580 .  
## PC2112      -5.864e-04  2.317e-04   -2.530 0.011483 *  
## PC2113       2.681e-04  2.347e-04    1.142 0.253450    
## PC2114      -2.735e-04  2.261e-04   -1.209 0.226684    
## PC2115      -4.612e-04  2.239e-04   -2.060 0.039576 *  
## PC2116      -3.281e-04  2.312e-04   -1.419 0.156138    
## PC2117      -1.138e-04  2.260e-04   -0.503 0.614677    
## PC2118      -1.759e-04  2.259e-04   -0.779 0.436313    
## PC2119       1.293e-04  2.270e-04    0.569 0.569097    
## PC2120      -4.284e-04  2.289e-04   -1.872 0.061439 .  
## PC2121       1.337e-04  2.299e-04    0.582 0.560862    
## PC2122       1.067e-04  2.233e-04    0.478 0.632964    
## PC2123      -1.267e-04  2.244e-04   -0.565 0.572343    
## PC2124       3.295e-05  2.279e-04    0.145 0.885032    
## PC2125      -9.685e-05  2.306e-04   -0.420 0.674473    
## PC2126       6.157e-05  2.297e-04    0.268 0.788700    
## PC2127      -3.633e-04  2.331e-04   -1.558 0.119315    
## PC2128      -1.162e-04  2.284e-04   -0.509 0.610931    
## PC2129       4.159e-04  2.241e-04    1.856 0.063665 .  
## PC2130      -3.113e-04  2.312e-04   -1.347 0.178254    
## PC2131       6.949e-04  2.276e-04    3.054 0.002295 ** 
## PC2132      -1.602e-04  2.255e-04   -0.711 0.477356    
## PC2133      -6.066e-05  2.250e-04   -0.270 0.787508    
## PC2134       2.242e-04  2.302e-04    0.974 0.330251    
## PC2135       1.903e-04  2.291e-04    0.831 0.406339    
## PC2136       9.279e-05  2.299e-04    0.404 0.686501    
## PC2137       4.925e-04  2.271e-04    2.168 0.030276 *  
## PC2138      -4.970e-05  2.308e-04   -0.215 0.829537    
## PC2139      -4.029e-04  2.283e-04   -1.764 0.077832 .  
## PC2140      -2.801e-04  2.325e-04   -1.205 0.228467    
## PC2141      -5.944e-05  2.272e-04   -0.262 0.793687    
## PC2142       1.127e-04  2.265e-04    0.498 0.618742    
## PC2143       7.486e-05  2.332e-04    0.321 0.748191    
## PC2144       1.335e-04  2.251e-04    0.593 0.553303    
## PC2145      -4.901e-05  2.272e-04   -0.216 0.829246    
## PC2146       1.484e-04  2.284e-04    0.650 0.515894    
## PC2147       3.479e-04  2.253e-04    1.544 0.122721    
## PC2148      -2.043e-04  2.308e-04   -0.885 0.376030    
## PC2149       2.219e-05  2.254e-04    0.098 0.921569    
## PC2150       1.413e-04  2.332e-04    0.606 0.544655    
## PC2151       4.390e-05  2.227e-04    0.197 0.843740    
## PC2152      -1.976e-04  2.336e-04   -0.846 0.397732    
## PC2153      -4.383e-04  2.320e-04   -1.890 0.058986 .  
## PC2154       3.315e-04  2.344e-04    1.414 0.157425    
## PC2155      -9.327e-05  2.325e-04   -0.401 0.688298    
## PC2156       1.577e-04  2.276e-04    0.693 0.488312    
## PC2157       1.064e-04  2.308e-04    0.461 0.644934    
## PC2158      -1.453e-04  2.279e-04   -0.638 0.523794    
## PC2159      -1.613e-04  2.286e-04   -0.706 0.480526    
## PC2160       1.776e-04  2.369e-04    0.750 0.453500    
## PC2161      -2.889e-04  2.244e-04   -1.287 0.198107    
## PC2162      -1.138e-04  2.356e-04   -0.483 0.629052    
## PC2163      -1.666e-04  2.290e-04   -0.727 0.467117    
## PC2164       9.701e-05  2.341e-04    0.414 0.678656    
## PC2165      -1.195e-04  2.288e-04   -0.522 0.601408    
## PC2166      -2.243e-04  2.270e-04   -0.988 0.323220    
## PC2167       6.175e-05  2.321e-04    0.266 0.790218    
## PC2168       3.631e-04  2.263e-04    1.604 0.108820    
## PC2169      -3.491e-04  2.298e-04   -1.519 0.128905    
## PC2170      -5.970e-04  2.338e-04   -2.553 0.010755 *  
## PC2171      -3.616e-05  2.311e-04   -0.157 0.875643    
## PC2172       4.753e-05  2.247e-04    0.212 0.832502    
## PC2173      -4.210e-04  2.293e-04   -1.836 0.066468 .  
## PC2174       2.814e-04  2.278e-04    1.235 0.216971    
## PC2175       1.199e-04  2.274e-04    0.527 0.598248    
## PC2176       2.695e-04  2.313e-04    1.165 0.244039    
## PC2177      -1.537e-04  2.329e-04   -0.660 0.509411    
## PC2178      -9.959e-05  2.276e-04   -0.438 0.661771    
## PC2179       2.154e-04  2.314e-04    0.931 0.352101    
## PC2180      -9.092e-05  2.313e-04   -0.393 0.694305    
## PC2181      -1.892e-04  2.301e-04   -0.822 0.410935    
## PC2182      -1.365e-04  2.308e-04   -0.591 0.554407    
## PC2183      -6.230e-05  2.257e-04   -0.276 0.782507    
## PC2184       2.251e-04  2.270e-04    0.992 0.321523    
## PC2185       5.199e-05  2.277e-04    0.228 0.819427    
## PC2186       2.261e-04  2.235e-04    1.011 0.311920    
## PC2187       2.756e-04  2.319e-04    1.188 0.234825    
## PC2188      -1.285e-04  2.339e-04   -0.549 0.582837    
## PC2189      -5.309e-04  2.364e-04   -2.246 0.024820 *  
## PC2190      -2.101e-05  2.348e-04   -0.089 0.928705    
## PC2191      -1.169e-04  2.312e-04   -0.506 0.613055    
## PC2192       4.219e-04  2.319e-04    1.819 0.069030 .  
## PC2193      -3.242e-04  2.327e-04   -1.393 0.163731    
## PC2194       2.041e-04  2.265e-04    0.901 0.367496    
## PC2195       1.640e-04  2.346e-04    0.699 0.484575    
## PC2196      -2.076e-04  2.267e-04   -0.916 0.359839    
## PC2197       1.372e-04  2.294e-04    0.598 0.549913    
## PC2198      -1.411e-04  2.284e-04   -0.618 0.536676    
## PC2199       3.145e-04  2.330e-04    1.350 0.177159    
## PC2200       2.801e-04  2.343e-04    1.195 0.232068    
## PC2201       2.357e-04  2.293e-04    1.028 0.304259    
## PC2202      -3.415e-04  2.340e-04   -1.460 0.144516    
## PC2203      -1.641e-04  2.257e-04   -0.727 0.467280    
## PC2204      -3.220e-05  2.297e-04   -0.140 0.888566    
## PC2205      -1.539e-05  2.280e-04   -0.068 0.946178    
## PC2206      -6.188e-05  2.329e-04   -0.266 0.790540    
## PC2207       1.707e-04  2.264e-04    0.754 0.450910    
## PC2208      -3.996e-04  2.291e-04   -1.744 0.081265 .  
## PC2209       5.021e-04  2.365e-04    2.123 0.033873 *  
## PC2210       4.438e-04  2.293e-04    1.936 0.053090 .  
## PC2211       2.016e-04  2.306e-04    0.874 0.382086    
## PC2212       1.199e-05  2.306e-04    0.052 0.958539    
## PC2213       5.210e-05  2.353e-04    0.221 0.824768    
## PC2214      -1.328e-04  2.296e-04   -0.578 0.563203    
## PC2215       5.210e-05  2.271e-04    0.229 0.818563    
## PC2216      -3.545e-04  2.306e-04   -1.537 0.124455    
## PC2217      -2.490e-04  2.283e-04   -1.090 0.275669    
## PC2218       1.911e-05  2.310e-04    0.083 0.934080    
## PC2219      -2.660e-04  2.359e-04   -1.128 0.259658    
## PC2220       5.566e-05  2.360e-04    0.236 0.813580    
## PC2221       9.789e-05  2.324e-04    0.421 0.673720    
## PC2222      -1.735e-04  2.308e-04   -0.752 0.452414    
## PC2223       5.136e-05  2.298e-04    0.223 0.823192    
## PC2224       1.691e-04  2.287e-04    0.739 0.459912    
## PC2225       5.053e-05  2.293e-04    0.220 0.825656    
## PC2226      -2.280e-04  2.314e-04   -0.986 0.324483    
## PC2227      -9.903e-05  2.326e-04   -0.426 0.670299    
## PC2228       2.637e-04  2.285e-04    1.154 0.248573    
## PC2229      -1.742e-04  2.330e-04   -0.748 0.454734    
## PC2230       4.382e-05  2.343e-04    0.187 0.851700    
## PC2231       2.317e-04  2.260e-04    1.025 0.305496    
## PC2232       1.212e-04  2.276e-04    0.533 0.594393    
## PC2233       2.551e-04  2.315e-04    1.102 0.270583    
## PC2234      -2.865e-04  2.337e-04   -1.226 0.220427    
## PC2235      -1.486e-05  2.295e-04   -0.065 0.948385    
## PC2236       1.808e-04  2.305e-04    0.784 0.433009    
## PC2237       3.313e-05  2.293e-04    0.144 0.885160    
## PC2238       1.668e-04  2.293e-04    0.727 0.467160    
## PC2239      -8.326e-05  2.314e-04   -0.360 0.719060    
## PC2240      -1.980e-04  2.295e-04   -0.863 0.388528    
## PC2241       5.714e-05  2.296e-04    0.249 0.803506    
## PC2242      -1.889e-04  2.303e-04   -0.820 0.412240    
## PC2243       2.743e-06  2.289e-04    0.012 0.990441    
## PC2244       7.001e-05  2.256e-04    0.310 0.756393    
## PC2245       1.505e-04  2.329e-04    0.646 0.518257    
## PC2246       1.065e-05  2.340e-04    0.046 0.963712    
## PC2247       1.522e-05  2.318e-04    0.066 0.947662    
## PC2248      -4.131e-04  2.303e-04   -1.794 0.072958 .  
## PC2249      -2.140e-04  2.300e-04   -0.931 0.352235    
## PC2250      -4.208e-04  2.339e-04   -1.799 0.072174 .  
## PC2251      -1.831e-04  2.288e-04   -0.800 0.423550    
## PC2252       1.302e-04  2.297e-04    0.567 0.570782    
## PC2253      -8.279e-05  2.302e-04   -0.360 0.719144    
## PC2254       2.457e-04  2.333e-04    1.053 0.292407    
## PC2255      -6.014e-05  2.296e-04   -0.262 0.793441    
## PC2256       2.735e-04  2.267e-04    1.206 0.227851    
## PC2257      -2.704e-04  2.318e-04   -1.167 0.243464    
## PC2258      -1.014e-04  2.337e-04   -0.434 0.664380    
## PC2259       4.808e-05  2.352e-04    0.204 0.838052    
## PC2260      -4.717e-05  2.314e-04   -0.204 0.838510    
## PC2261       1.040e-04  2.319e-04    0.449 0.653790    
## PC2262       1.719e-04  2.314e-04    0.743 0.457544    
## PC2263       1.433e-04  2.349e-04    0.610 0.541823    
## PC2264       2.057e-04  2.300e-04    0.894 0.371277    
## PC2265       3.474e-05  2.326e-04    0.149 0.881288    
## PC2266      -3.561e-04  2.324e-04   -1.532 0.125603    
## PC2267       2.666e-05  2.310e-04    0.115 0.908116    
## PC2268      -2.078e-04  2.329e-04   -0.893 0.372244    
## PC2269       2.519e-04  2.300e-04    1.095 0.273547    
## PC2270      -1.325e-04  2.361e-04   -0.561 0.574742    
## PC2271       1.777e-04  2.353e-04    0.755 0.450344    
## PC2272       1.891e-04  2.348e-04    0.805 0.420699    
## PC2273      -2.970e-04  2.315e-04   -1.283 0.199579    
## PC2274       2.573e-04  2.350e-04    1.095 0.273616    
## PC2275      -2.791e-04  2.322e-04   -1.202 0.229561    
## PC2276      -3.408e-04  2.283e-04   -1.493 0.135682    
## PC2277      -3.289e-04  2.338e-04   -1.407 0.159645    
## PC2278      -1.144e-04  2.313e-04   -0.495 0.620880    
## PC2279       1.436e-04  2.312e-04    0.621 0.534435    
## PC2280       4.486e-05  2.309e-04    0.194 0.845950    
## PC2281      -1.242e-04  2.345e-04   -0.530 0.596329    
## PC2282       8.355e-05  2.286e-04    0.365 0.714824    
## PC2283       2.690e-04  2.332e-04    1.154 0.248857    
## PC2284       1.538e-04  2.300e-04    0.669 0.503688    
## PC2285       9.842e-05  2.392e-04    0.411 0.680773    
## PC2286      -4.679e-05  2.311e-04   -0.202 0.839558    
## PC2287       2.026e-04  2.344e-04    0.864 0.387618    
## PC2288      -1.291e-05  2.328e-04   -0.055 0.955788    
## PC2289      -5.900e-05  2.327e-04   -0.254 0.799822    
## PC2290       1.763e-04  2.362e-04    0.747 0.455433    
## PC2291      -1.152e-04  2.337e-04   -0.493 0.622273    
## PC2292      -3.655e-04  2.368e-04   -1.544 0.122883    
## PC2293       3.935e-04  2.346e-04    1.677 0.093748 .  
## PC2294       4.039e-04  2.419e-04    1.669 0.095204 .  
## PC2295      -1.735e-04  2.348e-04   -0.739 0.460137    
## PC2296      -2.558e-04  2.374e-04   -1.077 0.281465    
## PC2297       6.435e-05  2.316e-04    0.278 0.781208    
## PC2298      -1.809e-04  2.310e-04   -0.783 0.433758    
## PC2299      -2.550e-04  2.356e-04   -1.083 0.279140    
## PC2300      -3.196e-04  2.323e-04   -1.376 0.169015    
## PC2301      -1.951e-04  2.329e-04   -0.838 0.402328    
## PC2302      -9.067e-05  2.309e-04   -0.393 0.694573    
## PC2303      -1.481e-05  2.363e-04   -0.063 0.950043    
## PC2304      -1.363e-04  2.346e-04   -0.581 0.561160    
## PC2305      -6.211e-05  2.288e-04   -0.271 0.786055    
## PC2306      -1.169e-04  2.309e-04   -0.506 0.612662    
## PC2307       1.335e-04  2.338e-04    0.571 0.568105    
## PC2308      -5.270e-04  2.337e-04   -2.255 0.024279 *  
## PC2309      -2.628e-05  2.358e-04   -0.111 0.911252    
## PC2310      -4.770e-05  2.327e-04   -0.205 0.837595    
## PC2311      -2.352e-04  2.322e-04   -1.013 0.311333    
## PC2312      -2.796e-04  2.310e-04   -1.211 0.226197    
## PC2313       1.085e-04  2.373e-04    0.457 0.647680    
## PC2314      -6.552e-04  2.316e-04   -2.829 0.004721 ** 
## PC2315      -1.252e-04  2.381e-04   -0.526 0.599115    
## PC2316      -3.892e-05  2.337e-04   -0.167 0.867728    
## PC2317       5.843e-05  2.272e-04    0.257 0.797059    
## PC2318       7.571e-05  2.360e-04    0.321 0.748359    
## PC2319      -3.001e-04  2.342e-04   -1.281 0.200223    
## PC2320       2.199e-06  2.320e-04    0.009 0.992438    
## PC2321      -1.739e-04  2.364e-04   -0.736 0.462031    
## PC2322       2.587e-04  2.380e-04    1.087 0.277219    
## PC2323      -2.194e-04  2.308e-04   -0.951 0.341926    
## PC2324       2.679e-04  2.332e-04    1.149 0.250713    
## PC2325       9.111e-05  2.377e-04    0.383 0.701512    
## PC2326       1.083e-04  2.353e-04    0.460 0.645220    
## PC2327       5.848e-04  2.350e-04    2.488 0.012929 *  
## PC2328      -7.291e-05  2.355e-04   -0.310 0.756924    
## PC2329      -2.386e-04  2.345e-04   -1.018 0.309056    
## PC2330       1.267e-04  2.366e-04    0.536 0.592283    
## PC2331      -4.341e-04  2.294e-04   -1.892 0.058619 .  
## PC2332       4.206e-04  2.337e-04    1.800 0.072019 .  
## PC2333       2.572e-04  2.345e-04    1.097 0.272946    
## PC2334       1.825e-04  2.343e-04    0.779 0.436089    
## PC2335       1.410e-04  2.345e-04    0.601 0.547734    
## PC2336      -2.248e-04  2.337e-04   -0.962 0.336240    
## PC2337      -1.346e-04  2.333e-04   -0.577 0.563888    
## PC2338      -3.073e-04  2.286e-04   -1.344 0.179100    
## PC2339      -1.384e-04  2.368e-04   -0.584 0.558994    
## PC2340       2.323e-04  2.330e-04    0.997 0.318976    
## PC2341       5.772e-05  2.317e-04    0.249 0.803276    
## PC2342       3.499e-04  2.364e-04    1.480 0.139007    
## PC2343      -3.472e-04  2.370e-04   -1.465 0.143211    
## PC2344      -8.396e-05  2.362e-04   -0.355 0.722285    
## PC2345       1.966e-05  2.304e-04    0.085 0.932022    
## PC2346       1.484e-04  2.374e-04    0.625 0.531867    
## PC2347      -2.218e-04  2.347e-04   -0.945 0.344732    
## PC2348      -2.598e-05  2.329e-04   -0.112 0.911202    
## PC2349       8.156e-05  2.386e-04    0.342 0.732571    
## PC2350       1.397e-04  2.339e-04    0.597 0.550315    
## PC2351      -1.439e-04  2.386e-04   -0.603 0.546417    
## PC2352      -5.739e-05  2.315e-04   -0.248 0.804223    
## PC2353       1.932e-04  2.340e-04    0.826 0.408964    
## PC2354       2.580e-04  2.379e-04    1.085 0.278124    
## PC2355       7.154e-05  2.364e-04    0.303 0.762273    
## PC2356      -2.586e-04  2.401e-04   -1.077 0.281655    
## PC2357       9.309e-05  2.355e-04    0.395 0.692718    
## PC2358       9.615e-05  2.341e-04    0.411 0.681360    
## PC2359      -2.006e-04  2.371e-04   -0.846 0.397623    
## PC2360      -3.660e-06  2.311e-04   -0.016 0.987363    
## PC2361       4.630e-04  2.367e-04    1.956 0.050651 .  
## PC2362       2.799e-04  2.415e-04    1.159 0.246677    
## PC2363      -8.145e-05  2.332e-04   -0.349 0.726950    
## PC2364       1.247e-04  2.341e-04    0.532 0.594503    
## PC2365       8.451e-05  2.343e-04    0.361 0.718424    
## PC2366       4.775e-05  2.318e-04    0.206 0.836790    
## PC2367       2.299e-04  2.348e-04    0.979 0.327749    
## PC2368      -3.099e-04  2.371e-04   -1.307 0.191440    
## PC2369      -2.186e-05  2.295e-04   -0.095 0.924115    
## PC2370       5.069e-05  2.357e-04    0.215 0.829721    
## PC2371      -3.059e-04  2.344e-04   -1.305 0.192116    
## PC2372      -3.975e-04  2.334e-04   -1.703 0.088720 .  
## PC2373      -3.866e-04  2.360e-04   -1.638 0.101552    
## PC2374       2.205e-04  2.396e-04    0.921 0.357411    
## PC2375      -2.901e-04  2.390e-04   -1.214 0.225088    
## PC2376       5.209e-04  2.317e-04    2.248 0.024696 *  
## PC2377      -1.755e-04  2.324e-04   -0.755 0.450388    
## PC2378       2.765e-04  2.345e-04    1.179 0.238481    
## PC2379       3.155e-04  2.380e-04    1.326 0.185154    
## PC2380       3.123e-06  2.406e-04    0.013 0.989647    
## PC2381      -7.588e-05  2.421e-04   -0.313 0.754016    
## PC2382      -9.695e-05  2.291e-04   -0.423 0.672252    
## PC2383       5.766e-04  2.375e-04    2.427 0.015308 *  
## PC2384       7.800e-06  2.369e-04    0.033 0.973735    
## PC2385       3.875e-04  2.354e-04    1.646 0.099881 .  
## PC2386       5.994e-05  2.361e-04    0.254 0.799639    
## PC2387       4.201e-04  2.342e-04    1.794 0.072996 .  
## PC2388      -9.743e-05  2.374e-04   -0.410 0.681564    
## PC2389      -2.048e-04  2.295e-04   -0.892 0.372459    
## PC2390      -2.208e-04  2.326e-04   -0.949 0.342708    
## PC2391       3.109e-04  2.339e-04    1.330 0.183852    
## PC2392      -2.832e-04  2.386e-04   -1.187 0.235316    
## PC2393       1.059e-04  2.349e-04    0.451 0.652251    
## PC2394      -2.418e-04  2.363e-04   -1.023 0.306348    
## PC2395       6.347e-04  2.350e-04    2.701 0.006977 ** 
## PC2396       3.388e-04  2.383e-04    1.422 0.155149    
## PC2397      -1.252e-04  2.353e-04   -0.532 0.594800    
## PC2398      -4.043e-04  2.382e-04   -1.697 0.089812 .  
## PC2399      -4.192e-04  2.321e-04   -1.806 0.071053 .  
## PC2400      -9.800e-05  2.341e-04   -0.419 0.675465    
## PC2401       4.090e-04  2.373e-04    1.724 0.084936 .  
## PC2402      -3.088e-05  2.354e-04   -0.131 0.895677    
## PC2403       3.424e-04  2.364e-04    1.448 0.147769    
## PC2404      -1.017e-04  2.352e-04   -0.433 0.665410    
## PC2405      -5.671e-06  2.349e-04   -0.024 0.980743    
## PC2406       9.606e-05  2.446e-04    0.393 0.694593    
## PC2407       1.356e-04  2.413e-04    0.562 0.574133    
## PC2408      -3.187e-04  2.378e-04   -1.340 0.180332    
## PC2409       3.736e-05  2.350e-04    0.159 0.873745    
## PC2410      -6.719e-06  2.389e-04   -0.028 0.977568    
## PC2411      -2.456e-04  2.333e-04   -1.053 0.292670    
## PC2412       5.891e-06  2.337e-04    0.025 0.979890    
## PC2413      -6.611e-05  2.358e-04   -0.280 0.779206    
## PC2414       2.510e-04  2.391e-04    1.050 0.293994    
## PC2415      -5.097e-05  2.365e-04   -0.216 0.829372    
## PC2416       2.041e-04  2.335e-04    0.874 0.382336    
## PC2417      -1.751e-04  2.310e-04   -0.758 0.448551    
## PC2418      -2.691e-04  2.314e-04   -1.163 0.244921    
## PC2419      -3.079e-04  2.325e-04   -1.325 0.185420    
## PC2420       3.074e-04  2.376e-04    1.294 0.195811    
## PC2421       4.359e-04  2.399e-04    1.817 0.069330 .  
## PC2422      -1.065e-04  2.381e-04   -0.447 0.654758    
## PC2423       2.469e-04  2.351e-04    1.050 0.293730    
## PC2424       5.344e-04  2.357e-04    2.267 0.023511 *  
## PC2425       2.827e-05  2.365e-04    0.120 0.904864    
## PC2426       2.188e-05  2.359e-04    0.093 0.926126    
## PC2427       2.276e-05  2.396e-04    0.095 0.924331    
## PC2428       7.222e-05  2.393e-04    0.302 0.762839    
## PC2429       4.868e-05  2.342e-04    0.208 0.835383    
## PC2430      -4.285e-05  2.384e-04   -0.180 0.857368    
## PC2431      -2.482e-05  2.343e-04   -0.106 0.915645    
## PC2432       3.994e-04  2.389e-04    1.672 0.094720 .  
## PC2433      -3.145e-04  2.414e-04   -1.303 0.192806    
## PC2434      -2.964e-04  2.349e-04   -1.262 0.207137    
## PC2435      -2.774e-04  2.403e-04   -1.155 0.248360    
## PC2436      -4.794e-04  2.368e-04   -2.025 0.043065 *  
## PC2437      -3.927e-05  2.398e-04   -0.164 0.869953    
## PC2438       6.480e-04  2.372e-04    2.732 0.006351 ** 
## PC2439      -9.627e-05  2.399e-04   -0.401 0.688211    
## PC2440      -1.260e-04  2.380e-04   -0.529 0.596628    
## PC2441      -3.811e-04  2.390e-04   -1.594 0.111035    
## PC2442       4.247e-04  2.380e-04    1.784 0.074524 .  
## PC2443      -3.224e-04  2.380e-04   -1.355 0.175721    
## PC2444      -5.232e-05  2.343e-04   -0.223 0.823368    
## PC2445       2.363e-04  2.385e-04    0.991 0.321850    
## PC2446      -2.791e-04  2.371e-04   -1.177 0.239209    
## PC2447       5.415e-04  2.366e-04    2.289 0.022215 *  
## PC2448      -7.194e-06  2.380e-04   -0.030 0.975893    
## PC2449      -1.127e-04  2.423e-04   -0.465 0.641808    
## PC2450       1.009e-04  2.393e-04    0.422 0.673422    
## PC2451       2.629e-04  2.426e-04    1.084 0.278674    
## PC2452       3.660e-05  2.370e-04    0.154 0.877286    
## PC2453      -4.044e-05  2.410e-04   -0.168 0.866745    
## PC2454       6.758e-05  2.362e-04    0.286 0.774857    
## PC2455       1.784e-04  2.402e-04    0.743 0.457672    
## PC2456       3.847e-04  2.356e-04    1.633 0.102741    
## PC2457      -1.471e-04  2.384e-04   -0.617 0.537267    
## PC2458       3.415e-04  2.392e-04    1.428 0.153584    
## PC2459      -5.205e-04  2.399e-04   -2.169 0.030205 *  
## PC2460       3.319e-07  2.349e-04    0.001 0.998873    
## PC2461      -3.299e-04  2.383e-04   -1.384 0.166430    
## PC2462      -1.940e-04  2.413e-04   -0.804 0.421524    
## PC2463      -6.833e-05  2.368e-04   -0.289 0.772971    
## PC2464      -5.728e-05  2.394e-04   -0.239 0.810889    
## PC2465       1.586e-04  2.363e-04    0.671 0.502159    
## PC2466      -2.640e-04  2.361e-04   -1.118 0.263570    
## PC2467       6.074e-04  2.309e-04    2.631 0.008600 ** 
## PC2468       2.274e-04  2.379e-04    0.956 0.339294    
## PC2469      -7.763e-05  2.296e-04   -0.338 0.735286    
## PC2470      -1.407e-04  2.373e-04   -0.593 0.553222    
## PC2471       4.866e-04  2.369e-04    2.054 0.040086 *  
## PC2472      -2.078e-04  2.309e-04   -0.900 0.368174    
## PC2473      -1.734e-04  2.366e-04   -0.733 0.463665    
## PC2474       1.711e-05  2.361e-04    0.072 0.942247    
## PC2475       2.609e-04  2.376e-04    1.098 0.272334    
## PC2476       1.793e-04  2.425e-04    0.739 0.459910    
## PC2477       2.785e-04  2.378e-04    1.172 0.241555    
## PC2478      -1.643e-04  2.404e-04   -0.684 0.494335    
## PC2479       2.660e-04  2.426e-04    1.097 0.272937    
## PC2480      -4.701e-04  2.362e-04   -1.991 0.046682 *  
## PC2481      -4.593e-05  2.333e-04   -0.197 0.843971    
## PC2482       3.069e-04  2.384e-04    1.287 0.198142    
## PC2483      -3.834e-04  2.406e-04   -1.593 0.111315    
## PC2484       3.755e-04  2.344e-04    1.602 0.109392    
## PC2485       3.143e-04  2.365e-04    1.329 0.184011    
## PC2486      -3.025e-04  2.415e-04   -1.252 0.210619    
## PC2487       2.048e-04  2.373e-04    0.863 0.388171    
## PC2488      -3.738e-04  2.414e-04   -1.549 0.121606    
## PC2489      -1.968e-05  2.384e-04   -0.083 0.934205    
## PC2490       1.340e-04  2.388e-04    0.561 0.574854    
## PC2491       1.702e-04  2.417e-04    0.704 0.481389    
## PC2492      -3.991e-04  2.373e-04   -1.682 0.092779 .  
## PC2493      -7.971e-04  2.417e-04   -3.298 0.000992 ***
## PC2494       1.608e-04  2.318e-04    0.694 0.488011    
## PC2495       2.592e-05  2.392e-04    0.108 0.913725    
## PC2496       1.335e-04  2.431e-04    0.549 0.582949    
## PC2497      -7.958e-05  2.341e-04   -0.340 0.733889    
## PC2498       5.367e-04  2.419e-04    2.218 0.026666 *  
## PC2499      -2.091e-04  2.360e-04   -0.886 0.375586    
## PC2500       4.382e-04  2.397e-04    1.828 0.067749 .  
## PC2501       6.703e-05  2.369e-04    0.283 0.777270    
## PC2502       8.982e-05  2.413e-04    0.372 0.709797    
## PC2503      -2.238e-04  2.375e-04   -0.942 0.346150    
## PC2504       1.470e-05  2.401e-04    0.061 0.951196    
## PC2505      -3.208e-04  2.380e-04   -1.348 0.177900    
## PC2506      -1.553e-04  2.364e-04   -0.657 0.511231    
## PC2507       5.805e-04  2.405e-04    2.414 0.015870 *  
## PC2508      -6.286e-04  2.400e-04   -2.619 0.008893 ** 
## PC2509      -1.682e-04  2.435e-04   -0.691 0.489748    
## PC2510      -2.081e-04  2.405e-04   -0.865 0.387074    
## PC2511      -3.804e-04  2.382e-04   -1.597 0.110402    
## PC2512       5.206e-05  2.436e-04    0.214 0.830767    
## PC2513       1.232e-04  2.424e-04    0.508 0.611345    
## PC2514       3.274e-04  2.387e-04    1.371 0.170420    
## PC2515      -1.113e-04  2.411e-04   -0.462 0.644482    
## PC2516       1.879e-04  2.415e-04    0.778 0.436629    
## PC2517      -2.008e-04  2.400e-04   -0.837 0.402805    
## PC2518       1.972e-04  2.339e-04    0.843 0.399455    
## PC2519      -3.136e-05  2.417e-04   -0.130 0.896764    
## PC2520      -7.592e-05  2.350e-04   -0.323 0.746705    
## PC2521       3.808e-04  2.383e-04    1.598 0.110192    
## PC2522      -1.482e-04  2.402e-04   -0.617 0.537318    
## PC2523      -1.060e-04  2.384e-04   -0.444 0.656838    
## PC2524       3.772e-05  2.403e-04    0.157 0.875266    
## PC2525      -3.628e-04  2.375e-04   -1.527 0.126845    
## PC2526      -2.153e-04  2.351e-04   -0.916 0.359931    
## PC2527      -8.722e-05  2.434e-04   -0.358 0.720086    
## PC2528       1.997e-04  2.343e-04    0.853 0.394049    
## PC2529      -9.611e-05  2.403e-04   -0.400 0.689309    
## PC2530       8.228e-05  2.376e-04    0.346 0.729173    
## PC2531      -2.601e-04  2.407e-04   -1.081 0.280007    
## PC2532      -7.737e-05  2.421e-04   -0.320 0.749310    
## PC2533       8.344e-04  2.407e-04    3.467 0.000539 ***
## PC2534      -3.526e-04  2.415e-04   -1.460 0.144392    
## PC2535      -1.358e-04  2.419e-04   -0.561 0.574656    
## PC2536      -4.008e-04  2.340e-04   -1.712 0.087002 .  
## PC2537      -4.095e-04  2.388e-04   -1.715 0.086572 .  
## PC2538      -1.941e-05  2.373e-04   -0.082 0.934817    
## PC2539      -1.278e-04  2.325e-04   -0.550 0.582585    
## PC2540       3.705e-04  2.358e-04    1.571 0.116320    
## PC2541      -1.051e-04  2.428e-04   -0.433 0.665179    
## PC2542      -1.151e-05  2.409e-04   -0.048 0.961909    
## PC2543       4.863e-04  2.376e-04    2.046 0.040863 *  
## PC2544      -2.007e-04  2.419e-04   -0.830 0.406751    
## PC2545       5.810e-06  2.339e-04    0.025 0.980183    
## PC2546      -2.317e-04  2.414e-04   -0.960 0.337184    
## PC2547       1.848e-04  2.335e-04    0.791 0.428940    
## PC2548       1.505e-04  2.399e-04    0.627 0.530430    
## PC2549       4.875e-04  2.383e-04    2.046 0.040915 *  
## PC2550      -3.021e-04  2.418e-04   -1.249 0.211699    
## PC2551      -2.214e-04  2.398e-04   -0.923 0.355981    
## PC2552       4.404e-05  2.397e-04    0.184 0.854244    
## PC2553      -1.395e-04  2.404e-04   -0.580 0.561912    
## PC2554      -2.378e-04  2.405e-04   -0.989 0.322871    
## PC2555       1.971e-04  2.391e-04    0.824 0.409830    
## PC2556       2.144e-04  2.365e-04    0.907 0.364753    
## PC2557      -1.400e-04  2.438e-04   -0.574 0.565948    
## PC2558       1.251e-04  2.441e-04    0.512 0.608471    
## PC2559      -2.025e-04  2.405e-04   -0.842 0.399839    
## PC2560      -1.147e-04  2.414e-04   -0.475 0.634728    
## PC2561       1.175e-04  2.385e-04    0.492 0.622477    
## PC2562      -2.114e-04  2.415e-04   -0.875 0.381571    
## PC2563      -7.100e-05  2.373e-04   -0.299 0.764845    
## PC2564      -3.687e-04  2.372e-04   -1.554 0.120329    
## PC2565       5.552e-04  2.441e-04    2.275 0.023036 *  
## PC2566      -4.517e-05  2.406e-04   -0.188 0.851114    
## PC2567      -1.151e-04  2.439e-04   -0.472 0.637107    
## PC2568      -2.927e-04  2.384e-04   -1.228 0.219603    
## PC2569      -2.321e-04  2.421e-04   -0.959 0.337836    
## PC2570      -1.682e-04  2.447e-04   -0.687 0.491943    
## PC2571      -1.658e-04  2.475e-04   -0.670 0.503004    
## PC2572      -3.415e-04  2.456e-04   -1.391 0.164430    
## PC2573       2.852e-04  2.405e-04    1.186 0.235907    
## PC2574      -8.141e-05  2.439e-04   -0.334 0.738618    
## PC2575      -2.874e-04  2.396e-04   -1.199 0.230565    
## PC2576      -4.117e-04  2.401e-04   -1.715 0.086537 .  
## PC2577       1.482e-04  2.336e-04    0.634 0.525985    
## PC2578       1.707e-04  2.394e-04    0.713 0.476102    
## PC2579       4.663e-05  2.421e-04    0.193 0.847291    
## PC2580      -1.015e-04  2.432e-04   -0.417 0.676503    
## PC2581      -2.002e-05  2.352e-04   -0.085 0.932171    
## PC2582       1.078e-04  2.397e-04    0.450 0.652907    
## PC2583       4.910e-04  2.457e-04    1.998 0.045855 *  
## PC2584       2.847e-04  2.353e-04    1.210 0.226462    
## PC2585       3.926e-04  2.422e-04    1.621 0.105266    
## PC2586      -2.871e-04  2.417e-04   -1.188 0.234921    
## PC2587       3.237e-04  2.388e-04    1.356 0.175424    
## PC2588       1.611e-04  2.377e-04    0.678 0.498045    
## PC2589      -4.714e-05  2.438e-04   -0.193 0.846696    
## PC2590       1.345e-04  2.384e-04    0.564 0.572873    
## PC2591      -8.287e-05  2.428e-04   -0.341 0.732940    
## PC2592       7.245e-05  2.392e-04    0.303 0.762014    
## PC2593      -1.165e-04  2.400e-04   -0.485 0.627404    
## PC2594       6.616e-05  2.433e-04    0.272 0.785711    
## PC2595      -3.054e-04  2.377e-04   -1.285 0.199079    
## PC2596      -2.443e-05  2.396e-04   -0.102 0.918797    
## PC2597      -2.835e-04  2.405e-04   -1.179 0.238603    
## PC2598       1.262e-04  2.433e-04    0.519 0.604044    
## PC2599       3.060e-04  2.350e-04    1.302 0.193111    
## PC2600       2.409e-04  2.418e-04    0.996 0.319185    
## PC2601      -9.669e-05  2.415e-04   -0.400 0.688953    
## PC2602      -1.083e-04  2.442e-04   -0.444 0.657456    
## PC2603      -3.032e-05  2.400e-04   -0.126 0.899495    
## PC2604       6.238e-06  2.452e-04    0.025 0.979708    
## PC2605      -2.746e-04  2.443e-04   -1.124 0.261195    
## PC2606       1.672e-04  2.392e-04    0.699 0.484535    
## PC2607      -1.535e-04  2.410e-04   -0.637 0.524215    
## PC2608      -2.299e-04  2.436e-04   -0.944 0.345329    
## PC2609      -1.758e-04  2.443e-04   -0.719 0.471965    
## PC2610      -3.512e-04  2.455e-04   -1.431 0.152725    
## PC2611      -1.795e-04  2.451e-04   -0.732 0.464036    
## PC2612      -1.076e-04  2.425e-04   -0.444 0.657329    
## PC2613       3.338e-05  2.420e-04    0.138 0.890331    
## PC2614       6.197e-05  2.465e-04    0.251 0.801518    
## PC2615      -3.081e-04  2.422e-04   -1.272 0.203586    
## PC2616       2.006e-04  2.475e-04    0.810 0.417781    
## PC2617       1.648e-04  2.418e-04    0.681 0.495694    
## PC2618      -2.503e-04  2.396e-04   -1.045 0.296354    
## PC2619      -7.140e-05  2.493e-04   -0.286 0.774603    
## PC2620       4.450e-04  2.480e-04    1.794 0.073006 .  
## PC2621       1.160e-04  2.427e-04    0.478 0.632808    
## PC2622      -1.803e-04  2.467e-04   -0.731 0.464992    
## PC2623      -3.885e-07  2.402e-04   -0.002 0.998710    
## PC2624       8.627e-05  2.449e-04    0.352 0.724657    
## PC2625       1.068e-04  2.460e-04    0.434 0.664062    
## PC2626      -9.127e-05  2.418e-04   -0.377 0.705922    
## PC2627       7.814e-04  2.501e-04    3.125 0.001807 ** 
## PC2628      -1.496e-04  2.427e-04   -0.616 0.537745    
## PC2629       5.833e-05  2.424e-04    0.241 0.809916    
## PC2630      -1.929e-04  2.443e-04   -0.790 0.429883    
## PC2631       3.829e-04  2.461e-04    1.556 0.119929    
## PC2632      -1.435e-04  2.400e-04   -0.598 0.549765    
## PC2633      -3.619e-05  2.425e-04   -0.149 0.881379    
## PC2634       1.713e-04  2.394e-04    0.716 0.474339    
## PC2635       6.935e-05  2.480e-04    0.280 0.779779    
## PC2636       1.998e-04  2.440e-04    0.819 0.412931    
## PC2637       5.350e-04  2.398e-04    2.231 0.025793 *  
## PC2638       1.259e-05  2.487e-04    0.051 0.959621    
## PC2639       4.017e-04  2.429e-04    1.654 0.098386 .  
## PC2640       3.822e-05  2.427e-04    0.157 0.874907    
## PC2641       2.222e-04  2.395e-04    0.928 0.353658    
## PC2642      -1.827e-04  2.443e-04   -0.748 0.454529    
## PC2643       1.390e-05  2.444e-04    0.057 0.954644    
## PC2644       2.440e-04  2.475e-04    0.986 0.324500    
## PC2645      -1.347e-04  2.445e-04   -0.551 0.581716    
## PC2646      -4.693e-05  2.427e-04   -0.193 0.846716    
## PC2647      -1.310e-04  2.451e-04   -0.534 0.593183    
## PC2648      -5.792e-04  2.449e-04   -2.365 0.018127 *  
## PC2649      -6.053e-04  2.495e-04   -2.427 0.015341 *  
## PC2650      -4.639e-05  2.438e-04   -0.190 0.849100    
## PC2651       2.307e-04  2.434e-04    0.948 0.343479    
## PC2652       2.125e-04  2.372e-04    0.896 0.370575    
## PC2653      -1.815e-04  2.435e-04   -0.746 0.455983    
## PC2654       2.161e-04  2.463e-04    0.877 0.380424    
## PC2655       3.151e-04  2.454e-04    1.284 0.199286    
## PC2656       2.188e-04  2.477e-04    0.883 0.377140    
## PC2657       3.689e-06  2.417e-04    0.015 0.987825    
## PC2658      -4.809e-04  2.420e-04   -1.987 0.047072 *  
## PC2659       1.784e-04  2.379e-04    0.750 0.453466    
## PC2660       1.665e-04  2.439e-04    0.683 0.494760    
## PC2661      -5.219e-04  2.435e-04   -2.143 0.032219 *  
## PC2662      -2.467e-05  2.463e-04   -0.100 0.920197    
## PC2663       3.112e-04  2.433e-04    1.279 0.201093    
## PC2664       1.790e-04  2.433e-04    0.736 0.461931    
## PC2665       5.286e-04  2.427e-04    2.178 0.029530 *  
## PC2666       4.439e-04  2.399e-04    1.851 0.064355 .  
## PC2667       7.670e-05  2.425e-04    0.316 0.751779    
## PC2668       3.798e-04  2.437e-04    1.559 0.119207    
## PC2669       3.444e-04  2.421e-04    1.422 0.155116    
## PC2670       2.895e-05  2.514e-04    0.115 0.908328    
## PC2671       1.100e-04  2.450e-04    0.449 0.653525    
## PC2672       4.460e-04  2.450e-04    1.820 0.068898 .  
## PC2673       4.968e-05  2.446e-04    0.203 0.839069    
## PC2674       2.325e-04  2.432e-04    0.956 0.339257    
## PC2675      -4.516e-04  2.428e-04   -1.860 0.063036 .  
## PC2676       3.641e-04  2.520e-04    1.445 0.148662    
## PC2677      -3.842e-04  2.471e-04   -1.555 0.120209    
## PC2678      -1.265e-04  2.425e-04   -0.522 0.601899    
## PC2679       2.228e-05  2.461e-04    0.091 0.927871    
## PC2680      -1.954e-04  2.419e-04   -0.808 0.419280    
## PC2681       5.593e-05  2.510e-04    0.223 0.823706    
## PC2682       5.439e-04  2.416e-04    2.251 0.024496 *  
## PC2683      -1.673e-04  2.438e-04   -0.686 0.492622    
## PC2684      -5.918e-04  2.532e-04   -2.338 0.019519 *  
## PC2685      -2.574e-04  2.424e-04   -1.062 0.288512    
## PC2686       5.489e-05  2.466e-04    0.223 0.823909    
## PC2687       1.772e-04  2.435e-04    0.728 0.466747    
## PC2688      -3.123e-04  2.443e-04   -1.278 0.201328    
## PC2689       2.188e-04  2.434e-04    0.899 0.368795    
## PC2690       3.660e-04  2.422e-04    1.511 0.130987    
## PC2691      -1.702e-04  2.429e-04   -0.701 0.483555    
## PC2692      -3.952e-04  2.434e-04   -1.624 0.104660    
## PC2693      -2.669e-04  2.409e-04   -1.108 0.268092    
## PC2694       6.378e-05  2.426e-04    0.263 0.792676    
## PC2695      -4.608e-04  2.415e-04   -1.908 0.056537 .  
## PC2696       2.345e-05  2.496e-04    0.094 0.925158    
## PC2697      -3.600e-04  2.467e-04   -1.460 0.144551    
## PC2698      -3.591e-04  2.462e-04   -1.458 0.144975    
## PC2699      -3.359e-04  2.430e-04   -1.383 0.166950    
## PC2700      -1.638e-04  2.471e-04   -0.663 0.507351    
## PC2701      -2.222e-04  2.440e-04   -0.910 0.362706    
## PC2702       3.016e-05  2.442e-04    0.124 0.901714    
## PC2703       4.279e-05  2.453e-04    0.174 0.861530    
## PC2704      -5.317e-05  2.370e-04   -0.224 0.822546    
## PC2705       2.716e-04  2.429e-04    1.118 0.263712    
## PC2706      -3.499e-05  2.486e-04   -0.141 0.888069    
## PC2707       2.508e-04  2.439e-04    1.028 0.303914    
## PC2708      -3.707e-04  2.461e-04   -1.507 0.132069    
## PC2709       3.151e-04  2.484e-04    1.268 0.204820    
## PC2710       1.585e-04  2.446e-04    0.648 0.517169    
## PC2711      -2.006e-04  2.428e-04   -0.826 0.408639    
## PC2712       3.589e-04  2.413e-04    1.488 0.137009    
## PC2713       2.759e-04  2.541e-04    1.086 0.277731    
## PC2714      -3.647e-04  2.460e-04   -1.482 0.138464    
## PC2715       1.637e-05  2.474e-04    0.066 0.947233    
## PC2716      -1.393e-04  2.457e-04   -0.567 0.570656    
## PC2717       2.971e-04  2.452e-04    1.212 0.225834    
## PC2718       1.688e-05  2.465e-04    0.068 0.945404    
## PC2719      -2.758e-04  2.405e-04   -1.146 0.251800    
## PC2720       2.015e-04  2.467e-04    0.817 0.414019    
## PC2721       2.791e-04  2.423e-04    1.152 0.249375    
## PC2722       9.044e-05  2.465e-04    0.367 0.713775    
## PC2723       5.903e-04  2.435e-04    2.424 0.015454 *  
## PC2724      -2.240e-05  2.463e-04   -0.091 0.927553    
## PC2725      -4.849e-05  2.462e-04   -0.197 0.843910    
## PC2726      -4.125e-04  2.439e-04   -1.691 0.091045 .  
## PC2727      -6.349e-05  2.502e-04   -0.254 0.799697    
## PC2728      -3.058e-04  2.447e-04   -1.250 0.211576    
## PC2729       3.082e-04  2.403e-04    1.283 0.199826    
## PC2730       2.828e-04  2.432e-04    1.163 0.245059    
## PC2731       7.093e-05  2.426e-04    0.292 0.770043    
## PC2732       5.793e-04  2.466e-04    2.349 0.018927 *  
## PC2733      -1.383e-04  2.428e-04   -0.570 0.569025    
## PC2734       4.139e-05  2.432e-04    0.170 0.864906    
## PC2735      -2.544e-04  2.409e-04   -1.056 0.291261    
## PC2736       1.470e-04  2.462e-04    0.597 0.550442    
## PC2737       1.874e-04  2.492e-04    0.752 0.452264    
## PC2738       4.286e-04  2.431e-04    1.763 0.078131 .  
## PC2739       3.540e-04  2.384e-04    1.485 0.137748    
## PC2740      -5.754e-04  2.430e-04   -2.368 0.017985 *  
## PC2741      -1.201e-04  2.410e-04   -0.498 0.618468    
## PC2742      -1.324e-04  2.465e-04   -0.537 0.591068    
## PC2743       2.996e-04  2.464e-04    1.216 0.224231    
## PC2744      -1.858e-04  2.458e-04   -0.756 0.449746    
## PC2745       4.057e-04  2.455e-04    1.653 0.098571 .  
## PC2746      -2.600e-05  2.429e-04   -0.107 0.914770    
## PC2747       7.183e-05  2.469e-04    0.291 0.771099    
## PC2748      -1.358e-04  2.402e-04   -0.565 0.571918    
## PC2749       1.957e-04  2.442e-04    0.802 0.422939    
## PC2750       1.085e-04  2.473e-04    0.439 0.660998    
## PC2751      -2.672e-04  2.476e-04   -1.079 0.280577    
## PC2752      -8.765e-06  2.439e-04   -0.036 0.971339    
## PC2753      -1.569e-04  2.449e-04   -0.641 0.521929    
## PC2754      -5.845e-04  2.469e-04   -2.368 0.018009 *  
## PC2755      -3.820e-04  2.436e-04   -1.568 0.116961    
## PC2756      -1.820e-04  2.466e-04   -0.738 0.460566    
## PC2757      -3.026e-04  2.497e-04   -1.212 0.225660    
## PC2758       4.321e-05  2.390e-04    0.181 0.856575    
## PC2759      -2.123e-04  2.481e-04   -0.856 0.392148    
## PC2760       6.837e-04  2.451e-04    2.789 0.005338 ** 
## PC2761      -6.520e-04  2.447e-04   -2.665 0.007778 ** 
## PC2762      -7.061e-04  2.484e-04   -2.843 0.004527 ** 
## PC2763       4.940e-05  2.460e-04    0.201 0.840877    
## PC2764       1.369e-04  2.419e-04    0.566 0.571634    
## PC2765      -1.618e-04  2.429e-04   -0.666 0.505249    
## PC2766       9.248e-05  2.470e-04    0.374 0.708147    
## PC2767       7.712e-05  2.438e-04    0.316 0.751783    
## PC2768       7.944e-05  2.511e-04    0.316 0.751767    
## PC2769      -5.142e-04  2.485e-04   -2.069 0.038670 *  
## PC2770       3.078e-04  2.459e-04    1.251 0.210943    
## PC2771       3.232e-04  2.459e-04    1.314 0.188916    
## PC2772       3.236e-05  2.470e-04    0.131 0.895794    
## PC2773      -8.472e-05  2.451e-04   -0.346 0.729663    
## PC2774       6.120e-05  2.517e-04    0.243 0.807934    
## PC2775       6.664e-05  2.476e-04    0.269 0.787840    
## PC2776       4.119e-04  2.482e-04    1.660 0.097167 .  
## PC2777      -3.457e-04  2.416e-04   -1.431 0.152711    
## PC2778      -2.417e-04  2.455e-04   -0.985 0.324964    
## PC2779      -2.682e-04  2.481e-04   -1.081 0.279818    
## PC2780       5.343e-05  2.480e-04    0.215 0.829480    
## PC2781       2.572e-04  2.425e-04    1.061 0.288962    
## PC2782       2.842e-04  2.487e-04    1.143 0.253338    
## PC2783      -1.858e-04  2.476e-04   -0.750 0.453124    
## PC2784      -1.340e-04  2.434e-04   -0.550 0.582078    
## PC2785       2.452e-04  2.498e-04    0.982 0.326408    
## PC2786       2.886e-04  2.517e-04    1.146 0.251759    
## PC2787       2.642e-04  2.460e-04    1.074 0.283006    
## PC2788      -5.764e-05  2.396e-04   -0.241 0.809927    
## PC2789      -2.232e-04  2.526e-04   -0.884 0.376862    
## PC2790      -3.273e-04  2.466e-04   -1.327 0.184521    
## PC2791       1.559e-04  2.503e-04    0.623 0.533467    
## PC2792       2.548e-04  2.466e-04    1.033 0.301590    
## PC2793      -8.761e-05  2.466e-04   -0.355 0.722454    
## PC2794       3.846e-05  2.427e-04    0.158 0.874120    
## PC2795      -8.861e-05  2.483e-04   -0.357 0.721220    
## PC2796      -1.231e-04  2.449e-04   -0.503 0.615223    
## PC2797      -1.350e-05  2.470e-04   -0.055 0.956424    
## PC2798       1.160e-05  2.478e-04    0.047 0.962678    
## PC2799      -1.529e-04  2.439e-04   -0.627 0.530688    
## PC2800      -9.007e-05  2.479e-04   -0.363 0.716375    
## PC2801       4.181e-04  2.423e-04    1.725 0.084633 .  
## PC2802      -2.216e-04  2.412e-04   -0.919 0.358323    
## PC2803      -2.301e-04  2.481e-04   -0.928 0.353760    
## PC2804      -1.783e-05  2.445e-04   -0.073 0.941858    
## PC2805      -1.504e-04  2.468e-04   -0.610 0.542168    
## PC2806       2.146e-04  2.446e-04    0.878 0.380267    
## PC2807      -5.443e-05  2.487e-04   -0.219 0.826784    
## PC2808      -1.772e-04  2.507e-04   -0.707 0.479863    
## PC2809      -2.627e-04  2.466e-04   -1.065 0.286918    
## PC2810       1.250e-04  2.479e-04    0.504 0.614246    
## PC2811       9.803e-05  2.471e-04    0.397 0.691586    
## PC2812       1.016e-05  2.493e-04    0.041 0.967489    
## PC2813       3.801e-04  2.504e-04    1.518 0.129201    
## PC2814      -2.487e-04  2.509e-04   -0.991 0.321716    
## PC2815       1.657e-04  2.478e-04    0.669 0.503619    
## PC2816       2.588e-04  2.504e-04    1.034 0.301503    
## PC2817       2.331e-04  2.459e-04    0.948 0.343330    
## PC2818       1.838e-04  2.506e-04    0.734 0.463206    
## PC2819       7.588e-05  2.533e-04    0.300 0.764520    
## PC2820      -1.358e-04  2.501e-04   -0.543 0.587220    
## PC2821       1.169e-04  2.490e-04    0.470 0.638628    
## PC2822      -2.458e-04  2.446e-04   -1.005 0.314992    
## PC2823      -2.851e-04  2.475e-04   -1.152 0.249427    
## PC2824       5.662e-05  2.503e-04    0.226 0.821086    
## PC2825       3.058e-04  2.484e-04    1.231 0.218573    
## PC2826       3.593e-05  2.494e-04    0.144 0.885454    
## PC2827       3.289e-04  2.484e-04    1.324 0.185681    
## PC2828      -2.390e-05  2.484e-04   -0.096 0.923364    
## PC2829       2.926e-04  2.509e-04    1.166 0.243600    
## PC2830       3.332e-04  2.517e-04    1.324 0.185780    
## PC2831      -1.241e-04  2.515e-04   -0.493 0.621805    
## PC2832      -2.789e-04  2.447e-04   -1.140 0.254545    
## PC2833       1.217e-04  2.493e-04    0.488 0.625447    
## PC2834      -4.866e-04  2.458e-04   -1.980 0.047907 *  
## PC2835       1.497e-04  2.541e-04    0.589 0.555764    
## PC2836      -9.584e-05  2.463e-04   -0.389 0.697226    
## PC2837      -7.885e-05  2.527e-04   -0.312 0.755048    
## PC2838      -8.542e-06  2.505e-04   -0.034 0.972799    
## PC2839       2.857e-04  2.458e-04    1.162 0.245250    
## PC2840       2.175e-04  2.472e-04    0.880 0.378923    
## PC2841      -2.349e-04  2.489e-04   -0.944 0.345429    
## PC2842      -4.976e-04  2.482e-04   -2.005 0.045131 *  
## PC2843      -6.136e-05  2.476e-04   -0.248 0.804346    
## PC2844       3.120e-04  2.483e-04    1.256 0.209122    
## PC2845      -2.829e-04  2.542e-04   -1.113 0.265738    
## PC2846      -5.346e-05  2.474e-04   -0.216 0.828956    
## PC2847      -2.235e-04  2.519e-04   -0.887 0.375123    
## PC2848      -3.483e-04  2.475e-04   -1.407 0.159563    
## PC2849      -1.626e-04  2.465e-04   -0.660 0.509517    
## PC2850       5.683e-05  2.498e-04    0.228 0.820049    
## PC2851      -4.292e-04  2.453e-04   -1.750 0.080318 .  
## PC2852       1.329e-04  2.443e-04    0.544 0.586528    
## PC2853      -3.563e-04  2.524e-04   -1.412 0.158176    
## PC2854       1.817e-04  2.484e-04    0.732 0.464452    
## PC2855       8.128e-05  2.472e-04    0.329 0.742373    
## PC2856       4.674e-06  2.481e-04    0.019 0.984972    
## PC2857       5.396e-05  2.548e-04    0.212 0.832292    
## PC2858      -1.297e-04  2.496e-04   -0.520 0.603415    
## PC2859      -4.544e-04  2.503e-04   -1.815 0.069644 .  
## PC2860       3.477e-05  2.558e-04    0.136 0.891915    
## PC2861      -5.856e-04  2.449e-04   -2.391 0.016901 *  
## PC2862      -1.775e-04  2.477e-04   -0.717 0.473669    
## PC2863      -7.338e-05  2.469e-04   -0.297 0.766368    
## PC2864       1.021e-04  2.512e-04    0.407 0.684394    
## PC2865       3.770e-04  2.528e-04    1.491 0.136013    
## PC2866      -3.468e-04  2.448e-04   -1.417 0.156713    
## PC2867      -1.309e-04  2.470e-04   -0.530 0.596365    
## PC2868       9.231e-05  2.553e-04    0.362 0.717718    
## PC2869      -4.259e-04  2.500e-04   -1.704 0.088611 .  
## PC2870       2.962e-04  2.491e-04    1.189 0.234614    
## PC2871       5.475e-05  2.517e-04    0.218 0.827837    
## PC2872      -1.881e-04  2.514e-04   -0.748 0.454338    
## PC2873       1.328e-06  2.480e-04    0.005 0.995729    
## PC2874       1.310e-04  2.497e-04    0.525 0.599884    
## PC2875       1.389e-04  2.486e-04    0.559 0.576504    
## PC2876       2.476e-04  2.487e-04    0.996 0.319565    
## PC2877      -4.316e-04  2.491e-04   -1.733 0.083330 .  
## PC2878      -2.390e-04  2.494e-04   -0.958 0.338155    
## PC2879       1.255e-04  2.506e-04    0.501 0.616653    
## PC2880       4.100e-04  2.586e-04    1.585 0.113088    
## PC2881      -3.508e-05  2.451e-04   -0.143 0.886219    
## PC2882       1.549e-04  2.478e-04    0.625 0.531892    
## PC2883       3.863e-04  2.516e-04    1.535 0.124865    
## PC2884       4.023e-04  2.557e-04    1.573 0.115832    
## PC2885       3.706e-05  2.491e-04    0.149 0.881744    
## PC2886      -5.629e-05  2.456e-04   -0.229 0.818727    
## PC2887       2.111e-04  2.458e-04    0.859 0.390537    
## PC2888       6.773e-05  2.464e-04    0.275 0.783424    
## PC2889       4.854e-05  2.543e-04    0.191 0.848654    
## PC2890       6.721e-05  2.545e-04    0.264 0.791757    
## PC2891      -4.578e-04  2.516e-04   -1.819 0.069020 .  
## PC2892      -1.117e-04  2.435e-04   -0.459 0.646532    
## PC2893      -2.283e-04  2.486e-04   -0.918 0.358531    
## PC2894      -3.246e-04  2.477e-04   -1.311 0.190177    
## PC2895      -6.483e-05  2.483e-04   -0.261 0.794055    
## PC2896       3.915e-04  2.526e-04    1.550 0.121288    
## PC2897       1.829e-04  2.484e-04    0.736 0.461597    
## PC2898      -1.208e-04  2.542e-04   -0.475 0.634728    
## PC2899       2.820e-05  2.513e-04    0.112 0.910667    
## PC2900      -1.014e-04  2.520e-04   -0.402 0.687525    
## PC2901      -4.941e-05  2.514e-04   -0.197 0.844179    
## PC2902       4.870e-05  2.518e-04    0.193 0.846644    
## PC2903      -4.671e-04  2.518e-04   -1.855 0.063780 .  
## PC2904      -2.470e-04  2.501e-04   -0.988 0.323511    
## PC2905      -4.393e-05  2.545e-04   -0.173 0.862959    
## PC2906       4.159e-04  2.459e-04    1.692 0.090898 .  
## PC2907      -4.355e-04  2.476e-04   -1.759 0.078785 .  
## PC2908       4.503e-05  2.560e-04    0.176 0.860390    
## PC2909       4.370e-04  2.539e-04    1.721 0.085359 .  
## PC2910       2.673e-04  2.498e-04    1.070 0.284700    
## PC2911       1.838e-04  2.506e-04    0.734 0.463352    
## PC2912       1.020e-04  2.474e-04    0.412 0.680180    
## PC2913      -2.719e-04  2.489e-04   -1.092 0.274766    
## PC2914      -1.170e-04  2.499e-04   -0.468 0.639757    
## PC2915      -2.497e-04  2.505e-04   -0.997 0.318914    
## PC2916       1.876e-04  2.525e-04    0.743 0.457704    
## PC2917       4.982e-06  2.473e-04    0.020 0.983930    
## PC2918      -4.086e-04  2.542e-04   -1.608 0.108107    
## PC2919       4.065e-04  2.521e-04    1.612 0.107085    
## PC2920      -2.883e-05  2.502e-04   -0.115 0.908275    
## PC2921      -9.821e-05  2.503e-04   -0.392 0.694901    
## PC2922       1.699e-04  2.458e-04    0.691 0.489607    
## PC2923       1.627e-05  2.482e-04    0.066 0.947759    
## PC2924      -4.970e-04  2.539e-04   -1.958 0.050414 .  
## PC2925       2.358e-05  2.518e-04    0.094 0.925400    
## PC2926       1.677e-04  2.496e-04    0.672 0.501749    
## PC2927      -1.503e-04  2.542e-04   -0.591 0.554510    
## PC2928       4.595e-05  2.453e-04    0.187 0.851428    
## PC2929       1.184e-04  2.478e-04    0.478 0.632791    
## PC2930       1.469e-04  2.534e-04    0.580 0.562170    
## PC2931      -3.655e-04  2.551e-04   -1.432 0.152197    
## PC2932       4.377e-04  2.520e-04    1.737 0.082635 .  
## PC2933      -4.690e-05  2.563e-04   -0.183 0.854868    
## PC2934      -1.800e-04  2.530e-04   -0.711 0.477009    
## PC2935       2.207e-04  2.541e-04    0.868 0.385304    
## PC2936       3.364e-04  2.524e-04    1.333 0.182847    
## PC2937      -1.615e-05  2.506e-04   -0.064 0.948624    
## PC2938       4.247e-04  2.530e-04    1.678 0.093455 .  
## PC2939      -3.419e-04  2.566e-04   -1.332 0.182899    
## PC2940       4.679e-05  2.572e-04    0.182 0.855688    
## PC2941       1.498e-04  2.540e-04    0.590 0.555427    
## PC2942       5.770e-05  2.487e-04    0.232 0.816577    
## PC2943      -1.305e-04  2.518e-04   -0.518 0.604362    
## PC2944      -2.220e-04  2.538e-04   -0.875 0.381892    
## PC2945      -3.138e-04  2.505e-04   -1.253 0.210544    
## PC2946      -3.183e-05  2.524e-04   -0.126 0.899689    
## PC2947      -3.082e-04  2.504e-04   -1.231 0.218506    
## PC2948      -6.462e-05  2.498e-04   -0.259 0.795939    
## PC2949       3.476e-04  2.536e-04    1.371 0.170678    
## PC2950       4.217e-04  2.530e-04    1.667 0.095653 .  
## PC2951      -1.244e-04  2.569e-04   -0.484 0.628421    
## PC2952       1.769e-04  2.512e-04    0.704 0.481362    
## PC2953       2.276e-04  2.523e-04    0.902 0.367141    
## PC2954       2.949e-04  2.570e-04    1.148 0.251300    
## PC2955      -1.416e-04  2.519e-04   -0.562 0.574022    
## PC2956      -4.530e-05  2.510e-04   -0.180 0.856810    
## PC2957      -8.276e-05  2.572e-04   -0.322 0.747693    
## PC2958       1.350e-04  2.498e-04    0.540 0.588957    
## PC2959      -4.889e-04  2.503e-04   -1.953 0.050994 .  
## PC2960      -1.037e-04  2.526e-04   -0.410 0.681547    
## PC2961      -7.162e-04  2.580e-04   -2.776 0.005562 ** 
## PC2962       2.581e-04  2.466e-04    1.047 0.295289    
## PC2963      -3.768e-04  2.514e-04   -1.498 0.134195    
## PC2964      -6.599e-05  2.523e-04   -0.262 0.793655    
## PC2965       3.777e-05  2.461e-04    0.153 0.878055    
## PC2966      -4.725e-04  2.540e-04   -1.860 0.063070 .  
## PC2967      -5.352e-04  2.551e-04   -2.098 0.036078 *  
## PC2968      -7.942e-05  2.521e-04   -0.315 0.752740    
## PC2969       8.721e-05  2.522e-04    0.346 0.729543    
## PC2970      -1.083e-04  2.560e-04   -0.423 0.672362    
## PC2971       2.854e-04  2.554e-04    1.118 0.263815    
## PC2972       1.532e-04  2.530e-04    0.605 0.544957    
## PC2973       1.685e-04  2.569e-04    0.656 0.511981    
## PC2974      -1.209e-05  2.513e-04   -0.048 0.961622    
## PC2975       1.646e-04  2.498e-04    0.659 0.510113    
## PC2976      -2.228e-04  2.582e-04   -0.863 0.388215    
## PC2977       2.794e-04  2.522e-04    1.108 0.267913    
## PC2978       6.136e-06  2.476e-04    0.025 0.980229    
## PC2979       2.738e-04  2.582e-04    1.060 0.289152    
## PC2980       3.540e-04  2.530e-04    1.399 0.161858    
## PC2981       3.274e-04  2.510e-04    1.304 0.192344    
## PC2982      -2.521e-04  2.497e-04   -1.009 0.312938    
## PC2983      -3.502e-04  2.540e-04   -1.379 0.168192    
## PC2984       2.966e-04  2.533e-04    1.171 0.241705    
## PC2985       3.448e-04  2.513e-04    1.372 0.170205    
## PC2986       2.227e-04  2.530e-04    0.880 0.378868    
## PC2987      -1.323e-04  2.559e-04   -0.517 0.605238    
## PC2988      -1.334e-05  2.546e-04   -0.052 0.958214    
## PC2989       9.405e-06  2.497e-04    0.038 0.969960    
## PC2990      -2.466e-04  2.544e-04   -0.969 0.332547    
## PC2991      -1.327e-04  2.547e-04   -0.521 0.602328    
## PC2992       4.698e-05  2.505e-04    0.188 0.851242    
## PC2993      -1.395e-04  2.485e-04   -0.561 0.574624    
## PC2994       3.093e-04  2.522e-04    1.227 0.220129    
## PC2995      -5.209e-04  2.603e-04   -2.001 0.045549 *  
## PC2996       4.326e-04  2.556e-04    1.692 0.090779 .  
## PC2997      -4.204e-04  2.537e-04   -1.657 0.097652 .  
## PC2998       6.321e-05  2.592e-04    0.244 0.807387    
## PC2999       3.136e-04  2.540e-04    1.234 0.217257    
## PC3000       6.969e-05  2.491e-04    0.280 0.779691    
## PC3001      -3.092e-04  2.538e-04   -1.218 0.223371    
## PC3002       1.464e-04  2.568e-04    0.570 0.568582    
## PC3003      -1.861e-04  2.547e-04   -0.731 0.465059    
## PC3004      -2.583e-04  2.562e-04   -1.008 0.313550    
## PC3005       3.525e-04  2.502e-04    1.409 0.159031    
## PC3006       2.680e-04  2.552e-04    1.050 0.293749    
## PC3007      -1.956e-04  2.596e-04   -0.754 0.451199    
## PC3008      -4.614e-06  2.536e-04   -0.018 0.985488    
## PC3009       2.289e-04  2.495e-04    0.918 0.358966    
## PC3010      -4.108e-05  2.531e-04   -0.162 0.871068    
## PC3011       2.327e-04  2.537e-04    0.918 0.358965    
## PC3012      -1.717e-04  2.512e-04   -0.683 0.494403    
## PC3013      -6.478e-05  2.499e-04   -0.259 0.795455    
## PC3014      -7.748e-05  2.548e-04   -0.304 0.761120    
## PC3015       2.605e-04  2.544e-04    1.024 0.306043    
## PC3016      -2.448e-04  2.470e-04   -0.991 0.321816    
## PC3017       7.107e-05  2.499e-04    0.284 0.776131    
## PC3018       2.260e-04  2.591e-04    0.872 0.383267    
## PC3019       1.302e-04  2.578e-04    0.505 0.613646    
## PC3020       1.687e-04  2.546e-04    0.662 0.507781    
## PC3021      -2.984e-05  2.588e-04   -0.115 0.908211    
## PC3022       3.141e-04  2.525e-04    1.244 0.213578    
## PC3023       3.130e-04  2.541e-04    1.232 0.218225    
## PC3024      -2.179e-04  2.475e-04   -0.881 0.378663    
## PC3025       1.883e-04  2.553e-04    0.737 0.461062    
## PC3026      -1.741e-04  2.525e-04   -0.690 0.490565    
## PC3027      -5.353e-04  2.565e-04   -2.087 0.037043 *  
## PC3028       1.773e-04  2.570e-04    0.690 0.490386    
## PC3029      -1.671e-04  2.551e-04   -0.655 0.512522    
## PC3030      -1.536e-04  2.512e-04   -0.612 0.540875    
## PC3031      -4.934e-04  2.514e-04   -1.962 0.049916 *  
## PC3032      -4.398e-04  2.542e-04   -1.731 0.083702 .  
## PC3033       3.254e-05  2.567e-04    0.127 0.899163    
## PC3034       3.471e-04  2.552e-04    1.360 0.173983    
## PC3035       2.116e-04  2.535e-04    0.835 0.403904    
## PC3036      -9.489e-05  2.522e-04   -0.376 0.706732    
## PC3037      -2.030e-04  2.567e-04   -0.791 0.429307    
## PC3038      -4.067e-04  2.519e-04   -1.615 0.106552    
## PC3039       2.516e-04  2.589e-04    0.972 0.331250    
## PC3040      -2.277e-04  2.600e-04   -0.875 0.381435    
## PC3041      -2.667e-04  2.575e-04   -1.036 0.300490    
## PC3042       3.938e-04  2.539e-04    1.551 0.121068    
## PC3043       5.606e-04  2.513e-04    2.231 0.025806 *  
## PC3044      -5.250e-06  2.518e-04   -0.021 0.983371    
## PC3045      -2.107e-04  2.584e-04   -0.816 0.414867    
## PC3046       2.902e-04  2.586e-04    1.122 0.261834    
## PC3047       8.344e-05  2.536e-04    0.329 0.742164    
## PC3048       4.508e-04  2.517e-04    1.791 0.073437 .  
## PC3049       3.384e-04  2.545e-04    1.330 0.183844    
## PC3050      -4.030e-04  2.476e-04   -1.628 0.103800    
## PC3051      -2.079e-04  2.571e-04   -0.809 0.418769    
## PC3052       2.275e-05  2.558e-04    0.089 0.929140    
## PC3053       2.460e-04  2.576e-04    0.955 0.339861    
## PC3054       1.363e-04  2.515e-04    0.542 0.587857    
## PC3055       2.619e-06  2.572e-04    0.010 0.991875    
## PC3056      -1.097e-04  2.555e-04   -0.429 0.667816    
## PC3057      -1.256e-04  2.582e-04   -0.487 0.626620    
## PC3058      -2.349e-04  2.531e-04   -0.928 0.353572    
## PC3059      -1.692e-04  2.576e-04   -0.657 0.511401    
## PC3060       2.417e-04  2.541e-04    0.951 0.341591    
## PC3061      -3.635e-04  2.549e-04   -1.426 0.153964    
## PC3062      -4.305e-05  2.598e-04   -0.166 0.868400    
## PC3063      -3.016e-04  2.578e-04   -1.170 0.242212    
## PC3064      -1.120e-04  2.514e-04   -0.445 0.656020    
## PC3065      -5.531e-05  2.592e-04   -0.213 0.831054    
## PC3066       1.351e-04  2.555e-04    0.529 0.597013    
## PC3067      -1.448e-04  2.489e-04   -0.582 0.560813    
## PC3068      -3.437e-04  2.581e-04   -1.332 0.183153    
## PC3069       1.493e-04  2.536e-04    0.589 0.556206    
## PC3070       2.529e-04  2.560e-04    0.988 0.323359    
## PC3071      -1.794e-04  2.535e-04   -0.708 0.479310    
## PC3072      -2.792e-04  2.569e-04   -1.087 0.277252    
## PC3073       3.581e-04  2.578e-04    1.389 0.165041    
## PC3074       5.034e-05  2.584e-04    0.195 0.845545    
## PC3075       3.618e-05  2.532e-04    0.143 0.886398    
## PC3076      -1.312e-04  2.502e-04   -0.525 0.599943    
## PC3077      -3.813e-04  2.559e-04   -1.490 0.136327    
## PC3078      -7.535e-05  2.580e-04   -0.292 0.770265    
## PC3079      -2.368e-04  2.549e-04   -0.929 0.352959    
## PC3080      -4.122e-06  2.523e-04   -0.016 0.986965    
## PC3081      -4.386e-04  2.604e-04   -1.684 0.092328 .  
## PC3082      -8.786e-05  2.552e-04   -0.344 0.730681    
## PC3083       4.279e-04  2.562e-04    1.670 0.095078 .  
## PC3084      -1.691e-04  2.486e-04   -0.680 0.496524    
## PC3085      -2.083e-04  2.539e-04   -0.821 0.411911    
## PC3086      -1.327e-04  2.560e-04   -0.518 0.604239    
## PC3087       3.268e-04  2.522e-04    1.296 0.195118    
## PC3088      -3.806e-05  2.637e-04   -0.144 0.885267    
## PC3089       5.395e-04  2.615e-04    2.063 0.039237 *  
## PC3090      -1.104e-04  2.565e-04   -0.430 0.666974    
## PC3091      -4.359e-04  2.575e-04   -1.693 0.090594 .  
## PC3092      -3.589e-05  2.576e-04   -0.139 0.889199    
## PC3093       4.709e-04  2.558e-04    1.841 0.065793 .  
## PC3094      -3.439e-04  2.631e-04   -1.307 0.191425    
## PC3095       4.815e-06  2.606e-04    0.018 0.985259    
## PC3096       1.881e-04  2.594e-04    0.725 0.468519    
## PC3097       2.755e-04  2.568e-04    1.073 0.283547    
## PC3098      -2.679e-04  2.596e-04   -1.032 0.302304    
## PC3099      -1.519e-04  2.507e-04   -0.606 0.544671    
## PC3100       1.511e-04  2.564e-04    0.589 0.555900    
## PC3101      -5.709e-04  2.572e-04   -2.219 0.026597 *  
## PC3102      -5.241e-04  2.558e-04   -2.049 0.040642 *  
## PC3103       5.199e-06  2.552e-04    0.020 0.983751    
## PC3104       1.434e-04  2.576e-04    0.557 0.577867    
## PC3105       4.959e-05  2.571e-04    0.193 0.847102    
## PC3106       2.496e-05  2.503e-04    0.100 0.920583    
## PC3107       1.075e-04  2.582e-04    0.416 0.677128    
## PC3108      -2.815e-04  2.520e-04   -1.117 0.264175    
## PC3109       1.503e-04  2.604e-04    0.577 0.563778    
## PC3110       1.456e-04  2.568e-04    0.567 0.570927    
## PC3111       9.473e-05  2.565e-04    0.369 0.711956    
## PC3112      -4.473e-04  2.524e-04   -1.772 0.076514 .  
## PC3113       2.126e-04  2.572e-04    0.827 0.408581    
## PC3114       2.466e-04  2.585e-04    0.954 0.340260    
## PC3115      -4.169e-05  2.589e-04   -0.161 0.872090    
## PC3116      -1.793e-04  2.598e-04   -0.690 0.490182    
## PC3117      -6.283e-04  2.563e-04   -2.451 0.014336 *  
## PC3118       2.082e-04  2.626e-04    0.793 0.427839    
## PC3119      -2.948e-04  2.595e-04   -1.136 0.256120    
## PC3120      -1.658e-05  2.596e-04   -0.064 0.949066    
## PC3121       1.082e-04  2.630e-04    0.411 0.680953    
## PC3122      -2.681e-04  2.567e-04   -1.045 0.296383    
## PC3123       3.686e-04  2.599e-04    1.418 0.156309    
## PC3124       2.297e-04  2.547e-04    0.902 0.367282    
## PC3125       6.113e-04  2.560e-04    2.388 0.017069 *  
## PC3126      -3.701e-04  2.562e-04   -1.445 0.148640    
## PC3127       3.443e-04  2.601e-04    1.324 0.185766    
## PC3128      -6.929e-05  2.584e-04   -0.268 0.788618    
## PC3129      -2.520e-04  2.554e-04   -0.987 0.323984    
## PC3130       2.919e-04  2.569e-04    1.136 0.255935    
## PC3131       2.795e-04  2.605e-04    1.073 0.283435    
## PC3132       2.469e-04  2.615e-04    0.944 0.345122    
## PC3133      -1.202e-04  2.545e-04   -0.472 0.636823    
## PC3134       2.689e-04  2.555e-04    1.053 0.292692    
## PC3135       2.298e-05  2.552e-04    0.090 0.928259    
## PC3136      -4.358e-05  2.608e-04   -0.167 0.867313    
## PC3137      -4.302e-05  2.627e-04   -0.164 0.869933    
## PC3138       1.928e-04  2.594e-04    0.743 0.457507    
## PC3139      -6.181e-05  2.588e-04   -0.239 0.811307    
## PC3140      -5.738e-05  2.580e-04   -0.222 0.824043    
## PC3141      -1.106e-04  2.584e-04   -0.428 0.668687    
## PC3142      -4.328e-04  2.612e-04   -1.657 0.097703 .  
## PC3143       7.576e-05  2.582e-04    0.293 0.769233    
## PC3144      -2.029e-05  2.575e-04   -0.079 0.937210    
## PC3145      -6.019e-04  2.653e-04   -2.269 0.023397 *  
## PC3146      -2.538e-04  2.592e-04   -0.979 0.327670    
## PC3147      -4.098e-04  2.589e-04   -1.583 0.113609    
## PC3148      -7.721e-05  2.576e-04   -0.300 0.764437    
## PC3149       4.460e-04  2.609e-04    1.709 0.087540 .  
## PC3150      -1.071e-04  2.590e-04   -0.414 0.679255    
## PC3151      -2.272e-05  2.613e-04   -0.087 0.930734    
## PC3152      -4.641e-04  2.517e-04   -1.844 0.065351 .  
## PC3153       1.925e-04  2.597e-04    0.742 0.458476    
## PC3154      -2.603e-05  2.576e-04   -0.101 0.919518    
## PC3155      -3.269e-04  2.610e-04   -1.252 0.210563    
## PC3156      -2.576e-04  2.541e-04   -1.014 0.310793    
## PC3157      -3.236e-04  2.631e-04   -1.230 0.218840    
## PC3158      -2.282e-04  2.660e-04   -0.858 0.391070    
## PC3159      -5.151e-04  2.527e-04   -2.039 0.041648 *  
## PC3160      -3.743e-05  2.599e-04   -0.144 0.885522    
## PC3161       1.119e-04  2.596e-04    0.431 0.666485    
## PC3162       1.493e-04  2.534e-04    0.589 0.555740    
## PC3163      -2.510e-04  2.554e-04   -0.983 0.325988    
## PC3164       2.454e-04  2.505e-04    0.980 0.327380    
## PC3165      -3.497e-05  2.533e-04   -0.138 0.890194    
## PC3166      -2.147e-04  2.600e-04   -0.826 0.409055    
## PC3167       1.305e-04  2.599e-04    0.502 0.615741    
## PC3168      -2.272e-05  2.609e-04   -0.087 0.930620    
## PC3169      -2.133e-04  2.603e-04   -0.819 0.412692    
## PC3170       2.240e-04  2.564e-04    0.873 0.382550    
## PC3171       5.578e-05  2.589e-04    0.215 0.829414    
## PC3172      -1.766e-04  2.609e-04   -0.677 0.498599    
## PC3173       2.658e-04  2.622e-04    1.014 0.310918    
## PC3174      -1.348e-05  2.608e-04   -0.052 0.958780    
## PC3175       2.991e-04  2.547e-04    1.175 0.240312    
## PC3176       1.563e-04  2.593e-04    0.603 0.546654    
## PC3177       2.206e-05  2.592e-04    0.085 0.932209    
## PC3178       1.741e-04  2.597e-04    0.670 0.502768    
## PC3179       2.785e-04  2.571e-04    1.083 0.278947    
## PC3180       1.649e-04  2.542e-04    0.649 0.516634    
## PC3181      -2.185e-04  2.553e-04   -0.856 0.392175    
## PC3182       3.912e-04  2.563e-04    1.526 0.127156    
## PC3183       2.176e-04  2.626e-04    0.829 0.407339    
## PC3184       6.329e-04  2.610e-04    2.425 0.015409 *  
## PC3185       8.930e-05  2.641e-04    0.338 0.735335    
## PC3186      -5.652e-06  2.636e-04   -0.021 0.982895    
## PC3187       4.938e-04  2.561e-04    1.928 0.053984 .  
## PC3188       1.605e-04  2.586e-04    0.621 0.534749    
## PC3189      -1.448e-04  2.624e-04   -0.552 0.581072    
## PC3190       4.965e-05  2.601e-04    0.191 0.848633    
## PC3191      -4.328e-04  2.588e-04   -1.672 0.094621 .  
## PC3192       3.636e-04  2.600e-04    1.398 0.162167    
## PC3193      -2.594e-05  2.609e-04   -0.099 0.920800    
## PC3194      -4.301e-04  2.582e-04   -1.666 0.095927 .  
## PC3195       2.130e-04  2.660e-04    0.800 0.423545    
## PC3196      -2.277e-04  2.562e-04   -0.889 0.374166    
## PC3197      -1.624e-04  2.588e-04   -0.627 0.530415    
## PC3198       7.693e-05  2.582e-04    0.298 0.765831    
## PC3199      -6.114e-04  2.613e-04   -2.339 0.019433 *  
## PC3200       5.508e-05  2.630e-04    0.209 0.834108    
## PC3201      -2.794e-04  2.581e-04   -1.083 0.279168    
## PC3202       2.270e-04  2.632e-04    0.862 0.388680    
## PC3203      -2.255e-04  2.595e-04   -0.869 0.384831    
## PC3204       3.710e-04  2.645e-04    1.403 0.160913    
## PC3205      -2.295e-04  2.585e-04   -0.888 0.374731    
## PC3206       1.619e-04  2.575e-04    0.629 0.529675    
## PC3207      -1.129e-04  2.590e-04   -0.436 0.662987    
## PC3208       1.771e-04  2.587e-04    0.684 0.493798    
## PC3209      -1.668e-04  2.541e-04   -0.657 0.511533    
## PC3210       3.260e-04  2.574e-04    1.266 0.205594    
## PC3211      -2.066e-04  2.586e-04   -0.799 0.424603    
## PC3212      -4.478e-04  2.614e-04   -1.713 0.086827 .  
## PC3213      -2.667e-04  2.580e-04   -1.034 0.301380    
## PC3214      -2.116e-04  2.558e-04   -0.827 0.408295    
## PC3215      -7.948e-05  2.634e-04   -0.302 0.762883    
## PC3216       1.195e-04  2.603e-04    0.459 0.646394    
## PC3217       1.116e-04  2.641e-04    0.423 0.672706    
## PC3218       2.527e-04  2.574e-04    0.982 0.326229    
## PC3219      -4.827e-04  2.571e-04   -1.877 0.060675 .  
## PC3220       5.453e-04  2.609e-04    2.090 0.036776 *  
## PC3221       1.127e-04  2.606e-04    0.433 0.665423    
## PC3222       9.082e-05  2.634e-04    0.345 0.730259    
## PC3223       4.386e-04  2.620e-04    1.674 0.094286 .  
## PC3224      -2.870e-04  2.589e-04   -1.109 0.267754    
## PC3225       3.782e-04  2.596e-04    1.457 0.145268    
## PC3226       1.377e-04  2.566e-04    0.537 0.591521    
## PC3227       2.920e-04  2.587e-04    1.129 0.259201    
## PC3228      -3.828e-04  2.600e-04   -1.472 0.141078    
## PC3229      -3.295e-04  2.611e-04   -1.262 0.207080    
## PC3230       1.745e-04  2.604e-04    0.670 0.502948    
## PC3231       1.414e-04  2.622e-04    0.539 0.589772    
## PC3232       3.889e-04  2.578e-04    1.508 0.131675    
## PC3233      -1.842e-04  2.547e-04   -0.723 0.469569    
## PC3234       1.578e-05  2.617e-04    0.060 0.951933    
## PC3235      -9.718e-06  2.593e-04   -0.037 0.970104    
## PC3236      -4.097e-04  2.682e-04   -1.527 0.126856    
## PC3237       1.533e-04  2.569e-04    0.597 0.550791    
## PC3238       1.178e-04  2.601e-04    0.453 0.650711    
## PC3239       1.214e-04  2.616e-04    0.464 0.642561    
## PC3240      -2.058e-04  2.568e-04   -0.801 0.422966    
## PC3241      -2.439e-04  2.622e-04   -0.930 0.352388    
## PC3242      -4.464e-05  2.593e-04   -0.172 0.863331    
## PC3243       6.679e-05  2.617e-04    0.255 0.798603    
## PC3244      -2.050e-04  2.583e-04   -0.794 0.427562    
## PC3245      -4.065e-04  2.614e-04   -1.555 0.120054    
## PC3246       9.451e-05  2.581e-04    0.366 0.714245    
## PC3247      -1.485e-04  2.600e-04   -0.571 0.567790    
## PC3248       2.345e-04  2.585e-04    0.907 0.364376    
## PC3249       2.046e-04  2.603e-04    0.786 0.431868    
## PC3250       2.772e-04  2.641e-04    1.049 0.294116    
## PC3251      -1.406e-04  2.633e-04   -0.534 0.593404    
## PC3252      -5.553e-05  2.623e-04   -0.212 0.832363    
## PC3253      -4.334e-04  2.616e-04   -1.657 0.097732 .  
## PC3254       3.169e-04  2.690e-04    1.178 0.238998    
## PC3255      -4.230e-04  2.598e-04   -1.628 0.103731    
## PC3256       1.715e-04  2.639e-04    0.650 0.515818    
## PC3257       4.188e-04  2.636e-04    1.589 0.112298    
## PC3258      -4.994e-05  2.576e-04   -0.194 0.846290    
## PC3259      -1.182e-04  2.606e-04   -0.453 0.650267    
## PC3260       2.376e-05  2.581e-04    0.092 0.926684    
## PC3261      -3.780e-04  2.614e-04   -1.446 0.148359    
## PC3262      -8.750e-05  2.621e-04   -0.334 0.738556    
## PC3263      -2.184e-04  2.618e-04   -0.834 0.404200    
## PC3264       7.668e-05  2.647e-04    0.290 0.772133    
## PC3265      -6.722e-04  2.637e-04   -2.549 0.010883 *  
## PC3266       4.071e-04  2.630e-04    1.548 0.121845    
## PC3267      -3.388e-04  2.574e-04   -1.316 0.188237    
## PC3268      -3.077e-04  2.626e-04   -1.172 0.241321    
## PC3269      -3.727e-04  2.587e-04   -1.441 0.149816    
## PC3270       5.391e-05  2.597e-04    0.208 0.835566    
## PC3271      -5.299e-04  2.676e-04   -1.980 0.047847 *  
## PC3272       2.437e-04  2.642e-04    0.923 0.356312    
## PC3273       1.408e-04  2.602e-04    0.541 0.588551    
## PC3274      -1.085e-04  2.660e-04   -0.408 0.683453    
## PC3275       1.429e-04  2.623e-04    0.545 0.585985    
## PC3276      -4.018e-04  2.651e-04   -1.516 0.129825    
## PC3277       5.470e-04  2.612e-04    2.094 0.036427 *  
## PC3278       1.213e-05  2.677e-04    0.045 0.963873    
## PC3279       5.524e-04  2.607e-04    2.119 0.034230 *  
## PC3280       1.558e-04  2.614e-04    0.596 0.551100    
## PC3281       4.978e-04  2.609e-04    1.908 0.056566 .  
## PC3282      -1.185e-04  2.611e-04   -0.454 0.650059    
## PC3283       7.409e-04  2.608e-04    2.841 0.004547 ** 
## PC3284       1.371e-04  2.589e-04    0.529 0.596549    
## PC3285      -2.495e-04  2.623e-04   -0.951 0.341768    
## PC3286       2.480e-05  2.621e-04    0.095 0.924611    
## PC3287       6.131e-05  2.641e-04    0.232 0.816477    
## PC3288      -1.587e-04  2.643e-04   -0.601 0.548128    
## PC3289      -6.411e-05  2.645e-04   -0.242 0.808515    
## PC3290       6.111e-05  2.658e-04    0.230 0.818210    
## PC3291       3.616e-04  2.619e-04    1.381 0.167445    
## PC3292       9.048e-05  2.633e-04    0.344 0.731167    
## PC3293       6.336e-04  2.635e-04    2.405 0.016292 *  
## PC3294       2.739e-04  2.626e-04    1.043 0.296973    
## PC3295       2.415e-04  2.683e-04    0.900 0.368304    
## PC3296       3.338e-04  2.635e-04    1.267 0.205313    
## PC3297      -4.850e-04  2.654e-04   -1.827 0.067850 .  
## PC3298       2.123e-04  2.589e-04    0.820 0.412364    
## PC3299       3.948e-04  2.597e-04    1.520 0.128595    
## PC3300       3.217e-04  2.625e-04    1.226 0.220506    
## PC3301      -1.930e-04  2.694e-04   -0.716 0.473936    
## PC3302      -4.354e-05  2.636e-04   -0.165 0.868815    
## PC3303       9.196e-05  2.593e-04    0.355 0.722886    
## PC3304       1.774e-04  2.583e-04    0.687 0.492215    
## PC3305       2.257e-04  2.654e-04    0.850 0.395244    
## PC3306       4.367e-04  2.671e-04    1.635 0.102285    
## PC3307      -8.478e-06  2.625e-04   -0.032 0.974242    
## PC3308       2.791e-04  2.678e-04    1.042 0.297495    
## PC3309       3.144e-04  2.677e-04    1.174 0.240458    
## PC3310       2.980e-04  2.679e-04    1.113 0.266073    
## PC3311      -3.069e-04  2.643e-04   -1.161 0.245706    
## PC3312      -4.749e-04  2.659e-04   -1.786 0.074317 .  
## PC3313      -3.456e-04  2.614e-04   -1.322 0.186227    
## PC3314       9.761e-05  2.656e-04    0.367 0.713332    
## PC3315       2.054e-04  2.653e-04    0.774 0.438893    
## PC3316       5.615e-05  2.580e-04    0.218 0.827754    
## PC3317      -6.080e-04  2.589e-04   -2.348 0.018994 *  
## PC3318      -1.571e-04  2.649e-04   -0.593 0.553338    
## PC3319       1.055e-04  2.611e-04    0.404 0.686353    
## PC3320       1.047e-04  2.585e-04    0.405 0.685624    
## PC3321      -4.600e-04  2.682e-04   -1.715 0.086491 .  
## PC3322      -1.409e-04  2.701e-04   -0.522 0.602001    
## PC3323       1.583e-04  2.712e-04    0.584 0.559534    
## PC3324       2.139e-04  2.637e-04    0.811 0.417287    
## PC3325      -2.719e-04  2.686e-04   -1.012 0.311603    
## PC3326       5.016e-05  2.557e-04    0.196 0.844498    
## PC3327      -3.601e-04  2.611e-04   -1.379 0.167959    
## PC3328       1.041e-04  2.695e-04    0.386 0.699199    
## PC3329      -1.294e-04  2.652e-04   -0.488 0.625603    
## PC3330       2.239e-04  2.644e-04    0.847 0.397348    
## PC3331      -1.328e-04  2.657e-04   -0.500 0.617168    
## PC3332      -1.420e-04  2.663e-04   -0.533 0.594023    
## PC3333       4.162e-05  2.650e-04    0.157 0.875239    
## PC3334      -1.568e-04  2.640e-04   -0.594 0.552539    
## PC3335      -5.919e-04  2.646e-04   -2.237 0.025407 *  
## PC3336       3.044e-04  2.663e-04    1.143 0.253129    
## PC3337      -3.462e-04  2.642e-04   -1.310 0.190212    
## PC3338      -1.381e-04  2.620e-04   -0.527 0.598249    
## PC3339       3.021e-04  2.580e-04    1.171 0.241868    
## PC3340       5.742e-04  2.644e-04    2.172 0.030005 *  
## PC3341      -1.722e-04  2.594e-04   -0.664 0.507050    
## PC3342      -2.636e-04  2.707e-04   -0.974 0.330278    
## PC3343      -1.686e-04  2.662e-04   -0.633 0.526698    
## PC3344       7.531e-05  2.611e-04    0.288 0.773004    
## PC3345      -2.535e-04  2.556e-04   -0.992 0.321445    
## PC3346       2.002e-04  2.677e-04    0.748 0.454656    
## PC3347       2.604e-04  2.633e-04    0.989 0.322792    
## PC3348      -2.915e-04  2.657e-04   -1.097 0.272730    
## PC3349      -2.568e-05  2.659e-04   -0.097 0.923091    
## PC3350       5.020e-06  2.661e-04    0.019 0.984952    
## PC3351      -1.425e-04  2.598e-04   -0.548 0.583523    
## PC3352       1.141e-04  2.698e-04    0.423 0.672392    
## PC3353       1.216e-05  2.658e-04    0.046 0.963510    
## PC3354       7.806e-05  2.621e-04    0.298 0.765871    
## PC3355      -5.008e-04  2.693e-04   -1.860 0.063093 .  
## PC3356      -2.038e-04  2.659e-04   -0.767 0.443402    
## PC3357      -2.081e-04  2.607e-04   -0.798 0.424734    
## PC3358      -1.058e-04  2.673e-04   -0.396 0.692431    
## PC3359      -3.349e-04  2.662e-04   -1.258 0.208429    
## PC3360      -2.089e-04  2.644e-04   -0.790 0.429645    
## PC3361      -5.266e-05  2.675e-04   -0.197 0.843941    
## PC3362      -1.991e-04  2.576e-04   -0.773 0.439797    
## PC3363       1.289e-04  2.658e-04    0.485 0.627845    
## PC3364      -1.669e-04  2.644e-04   -0.631 0.528070    
## PC3365       1.714e-04  2.657e-04    0.645 0.518971    
## PC3366      -3.023e-06  2.637e-04   -0.011 0.990852    
## PC3367      -5.937e-05  2.620e-04   -0.227 0.820776    
## PC3368      -8.220e-05  2.690e-04   -0.306 0.759949    
## PC3369       1.376e-04  2.697e-04    0.510 0.609909    
## PC3370       3.441e-04  2.634e-04    1.306 0.191605    
## PC3371       2.854e-04  2.622e-04    1.088 0.276573    
## PC3372      -4.575e-05  2.717e-04   -0.168 0.866282    
## PC3373      -3.694e-04  2.633e-04   -1.403 0.160834    
## PC3374       4.321e-05  2.675e-04    0.162 0.871684    
## PC3375      -4.308e-04  2.675e-04   -1.611 0.107406    
## PC3376       1.351e-04  2.609e-04    0.518 0.604720    
## PC3377       3.711e-04  2.693e-04    1.378 0.168386    
## PC3378      -4.773e-04  2.617e-04   -1.824 0.068374 .  
## PC3379       9.619e-05  2.661e-04    0.361 0.717770    
## PC3380       2.969e-05  2.641e-04    0.112 0.910515    
## PC3381      -2.584e-04  2.667e-04   -0.969 0.332806    
## PC3382      -4.797e-04  2.690e-04   -1.783 0.074758 .  
## PC3383       1.483e-04  2.643e-04    0.561 0.574688    
## PC3384       1.087e-04  2.657e-04    0.409 0.682594    
## PC3385       2.418e-04  2.595e-04    0.932 0.351553    
## PC3386      -2.742e-04  2.630e-04   -1.043 0.297280    
## PC3387       1.096e-04  2.660e-04    0.412 0.680384    
## PC3388      -6.297e-05  2.628e-04   -0.240 0.810688    
## PC3389       2.502e-04  2.700e-04    0.927 0.354142    
## PC3390      -4.939e-04  2.607e-04   -1.894 0.058370 .  
## PC3391      -1.171e-04  2.678e-04   -0.437 0.661951    
## PC3392       6.426e-04  2.690e-04    2.389 0.017009 *  
## PC3393      -1.971e-04  2.634e-04   -0.748 0.454477    
## PC3394       2.204e-04  2.646e-04    0.833 0.404835    
## PC3395      -1.997e-04  2.640e-04   -0.756 0.449508    
## PC3396       2.626e-04  2.667e-04    0.985 0.324796    
## PC3397      -8.784e-05  2.703e-04   -0.325 0.745228    
## PC3398       2.714e-04  2.645e-04    1.026 0.305064    
## PC3399       4.516e-05  2.687e-04    0.168 0.866527    
## PC3400       3.530e-04  2.663e-04    1.326 0.185076    
## PC3401       1.774e-04  2.645e-04    0.671 0.502366    
## PC3402       8.394e-04  2.694e-04    3.116 0.001861 ** 
## PC3403       2.909e-05  2.621e-04    0.111 0.911635    
## PC3404      -4.415e-05  2.710e-04   -0.163 0.870592    
## PC3405      -5.762e-04  2.694e-04   -2.138 0.032624 *  
## PC3406      -5.937e-05  2.669e-04   -0.222 0.824004    
## PC3407      -2.664e-04  2.617e-04   -1.018 0.308779    
## PC3408      -2.275e-04  2.664e-04   -0.854 0.393394    
## PC3409       6.972e-05  2.674e-04    0.261 0.794343    
## PC3410       1.225e-04  2.690e-04    0.456 0.648778    
## PC3411      -3.335e-04  2.629e-04   -1.269 0.204705    
## PC3412       2.649e-06  2.690e-04    0.010 0.992144    
## PC3413       8.980e-05  2.609e-04    0.344 0.730740    
## PC3414       1.884e-05  2.736e-04    0.069 0.945123    
## PC3415      -1.545e-04  2.657e-04   -0.581 0.561007    
## PC3416      -2.102e-04  2.698e-04   -0.779 0.436087    
## PC3417       3.557e-04  2.713e-04    1.311 0.189995    
## PC3418       6.318e-04  2.694e-04    2.345 0.019116 *  
## PC3419      -5.065e-05  2.669e-04   -0.190 0.849525    
## PC3420      -1.564e-04  2.731e-04   -0.573 0.566862    
## PC3421      -2.429e-04  2.651e-04   -0.917 0.359492    
## PC3422       2.691e-04  2.696e-04    0.998 0.318295    
## PC3423      -8.994e-05  2.647e-04   -0.340 0.734049    
## PC3424      -9.864e-05  2.658e-04   -0.371 0.710650    
## PC3425      -3.648e-04  2.657e-04   -1.373 0.169977    
## PC3426      -5.711e-05  2.684e-04   -0.213 0.831513    
## PC3427      -1.548e-04  2.625e-04   -0.590 0.555405    
## PC3428      -5.078e-04  2.751e-04   -1.846 0.065021 .  
## PC3429      -3.751e-04  2.670e-04   -1.405 0.160248    
## PC3430       4.683e-04  2.620e-04    1.788 0.074027 .  
## PC3431      -1.917e-04  2.689e-04   -0.713 0.476114    
## PC3432       3.287e-05  2.702e-04    0.122 0.903199    
## PC3433      -4.526e-04  2.788e-04   -1.623 0.104725    
## PC3434       3.194e-04  2.706e-04    1.180 0.237994    
## PC3435       2.782e-05  2.603e-04    0.107 0.914911    
## PC3436      -3.944e-04  2.689e-04   -1.466 0.142706    
## PC3437       2.325e-04  2.656e-04    0.875 0.381487    
## PC3438      -2.281e-04  2.627e-04   -0.868 0.385466    
## PC3439      -2.938e-04  2.636e-04   -1.115 0.265215    
## PC3440       5.691e-05  2.665e-04    0.213 0.830963    
## PC3441      -3.522e-04  2.672e-04   -1.318 0.187679    
## PC3442      -3.444e-04  2.636e-04   -1.306 0.191640    
## PC3443       1.161e-04  2.658e-04    0.437 0.662230    
## PC3444       1.379e-04  2.675e-04    0.516 0.606166    
## PC3445      -6.701e-04  2.637e-04   -2.542 0.011123 *  
## PC3446       2.855e-05  2.645e-04    0.108 0.914051    
## PC3447      -9.203e-05  2.697e-04   -0.341 0.732926    
## PC3448       3.139e-04  2.668e-04    1.177 0.239531    
## PC3449       3.499e-04  2.710e-04    1.291 0.196739    
## PC3450      -9.489e-07  2.640e-04   -0.004 0.997133    
## PC3451      -6.838e-06  2.625e-04   -0.026 0.979225    
## PC3452      -2.035e-04  2.678e-04   -0.760 0.447417    
## PC3453       1.022e-03  2.676e-04    3.817 0.000140 ***
## PC3454       3.513e-04  2.648e-04    1.326 0.184855    
## PC3455      -1.239e-04  2.704e-04   -0.458 0.646934    
## PC3456       2.890e-04  2.672e-04    1.081 0.279684    
## PC3457       1.246e-04  2.692e-04    0.463 0.643602    
## PC3458      -5.947e-04  2.625e-04   -2.265 0.023627 *  
## PC3459       4.237e-05  2.716e-04    0.156 0.876056    
## PC3460       1.218e-04  2.692e-04    0.452 0.651033    
## PC3461      -4.959e-05  2.711e-04   -0.183 0.854880    
## PC3462      -3.164e-05  2.676e-04   -0.118 0.905888    
## PC3463      -5.167e-04  2.667e-04   -1.937 0.052873 .  
## PC3464       8.082e-05  2.714e-04    0.298 0.765901    
## PC3465      -2.944e-04  2.654e-04   -1.109 0.267589    
## PC3466       2.980e-06  2.654e-04    0.011 0.991043    
## PC3467      -1.578e-05  2.672e-04   -0.059 0.952910    
## PC3468      -6.779e-04  2.679e-04   -2.530 0.011480 *  
## PC3469       4.372e-04  2.730e-04    1.601 0.109498    
## PC3470      -7.344e-05  2.675e-04   -0.275 0.783688    
## PC3471       1.408e-04  2.729e-04    0.516 0.606108    
## PC3472       3.772e-04  2.707e-04    1.394 0.163599    
## PC3473      -2.894e-04  2.642e-04   -1.096 0.273431    
## PC3474       9.493e-05  2.650e-04    0.358 0.720160    
## PC3475      -3.190e-04  2.715e-04   -1.175 0.240215    
## PC3476      -3.072e-04  2.687e-04   -1.143 0.253032    
## PC3477      -2.928e-05  2.701e-04   -0.108 0.913692    
## PC3478       8.995e-05  2.660e-04    0.338 0.735336    
## PC3479      -4.328e-04  2.722e-04   -1.590 0.111989    
## PC3480       1.175e-04  2.690e-04    0.437 0.662361    
## PC3481      -1.474e-04  2.731e-04   -0.540 0.589533    
## PC3482       3.662e-04  2.682e-04    1.365 0.172313    
## PC3483       4.315e-05  2.743e-04    0.157 0.875021    
## PC3484       2.479e-04  2.657e-04    0.933 0.350950    
## PC3485       5.799e-05  2.693e-04    0.215 0.829526    
## PC3486       5.228e-04  2.688e-04    1.945 0.051904 .  
## PC3487       2.934e-04  2.677e-04    1.096 0.273125    
## PC3488       4.928e-04  2.677e-04    1.841 0.065822 .  
## PC3489       2.900e-04  2.722e-04    1.065 0.286850    
## PC3490       5.088e-05  2.720e-04    0.187 0.851620    
## PC3491       2.222e-04  2.711e-04    0.819 0.412624    
## PC3492      -5.432e-04  2.703e-04   -2.010 0.044596 *  
## PC3493      -2.229e-04  2.725e-04   -0.818 0.413499    
## PC3494       1.488e-04  2.639e-04    0.564 0.573030    
## PC3495      -4.856e-04  2.716e-04   -1.788 0.074002 .  
## PC3496      -6.832e-05  2.707e-04   -0.252 0.800795    
## PC3497      -3.251e-04  2.697e-04   -1.205 0.228261    
## PC3498      -3.328e-04  2.668e-04   -1.247 0.212451    
## PC3499       2.372e-04  2.725e-04    0.870 0.384203    
## PC3500      -3.654e-05  2.760e-04   -0.132 0.894705    
## PC3501       2.297e-04  2.699e-04    0.851 0.394771    
## PC3502      -2.484e-04  2.680e-04   -0.927 0.354158    
## PC3503      -1.798e-05  2.732e-04   -0.066 0.947518    
## PC3504      -1.116e-04  2.662e-04   -0.419 0.675040    
## PC3505      -6.409e-05  2.671e-04   -0.240 0.810362    
## PC3506      -3.176e-04  2.644e-04   -1.201 0.229803    
## PC3507       2.501e-04  2.676e-04    0.935 0.350051    
## PC3508      -1.466e-04  2.659e-04   -0.551 0.581542    
## PC3509       5.275e-04  2.716e-04    1.943 0.052233 .  
## PC3510       1.388e-04  2.672e-04    0.519 0.603596    
## PC3511      -7.453e-05  2.716e-04   -0.274 0.783800    
## PC3512      -9.064e-05  2.719e-04   -0.333 0.738957    
## PC3513      -3.548e-04  2.701e-04   -1.313 0.189219    
## PC3514      -8.295e-04  2.698e-04   -3.075 0.002138 ** 
## PC3515       6.583e-05  2.699e-04    0.244 0.807348    
## PC3516      -3.220e-04  2.735e-04   -1.177 0.239270    
## PC3517      -7.057e-05  2.672e-04   -0.264 0.791736    
## PC3518       3.591e-04  2.745e-04    1.308 0.191052    
## PC3519      -3.346e-04  2.690e-04   -1.244 0.213599    
## PC3520      -1.295e-04  2.715e-04   -0.477 0.633403    
## PC3521       7.834e-05  2.726e-04    0.287 0.773817    
## PC3522      -4.466e-04  2.718e-04   -1.643 0.100516    
## PC3523       1.292e-05  2.663e-04    0.049 0.961300    
## PC3524       2.627e-04  2.688e-04    0.977 0.328634    
## PC3525      -2.175e-04  2.745e-04   -0.793 0.428127    
## PC3526      -1.791e-04  2.705e-04   -0.662 0.507877    
## PC3527      -2.695e-04  2.711e-04   -0.994 0.320407    
## PC3528      -3.241e-04  2.753e-04   -1.177 0.239339    
## PC3529      -2.280e-04  2.713e-04   -0.840 0.400907    
## PC3530       1.321e-04  2.678e-04    0.493 0.621976    
## PC3531       2.395e-05  2.689e-04    0.089 0.929042    
## PC3532      -8.107e-05  2.735e-04   -0.296 0.766945    
## PC3533       2.981e-05  2.749e-04    0.108 0.913645    
## PC3534      -2.655e-04  2.687e-04   -0.988 0.323267    
## PC3535       3.276e-04  2.671e-04    1.227 0.220171    
## PC3536      -2.225e-05  2.722e-04   -0.082 0.934858    
## PC3537       5.205e-04  2.705e-04    1.924 0.054470 .  
## PC3538      -3.272e-04  2.717e-04   -1.204 0.228642    
## PC3539      -1.547e-04  2.696e-04   -0.574 0.566215    
## PC3540      -2.308e-04  2.723e-04   -0.848 0.396753    
## PC3541       1.712e-04  2.779e-04    0.616 0.537982    
## PC3542      -2.982e-04  2.655e-04   -1.124 0.261379    
## PC3543      -2.789e-04  2.816e-04   -0.990 0.322217    
## PC3544      -8.679e-04  2.672e-04   -3.249 0.001182 ** 
## PC3545      -9.911e-05  2.682e-04   -0.369 0.711809    
## PC3546       1.861e-04  2.661e-04    0.700 0.484242    
## PC3547       2.580e-06  2.748e-04    0.009 0.992510    
## PC3548      -6.003e-04  2.744e-04   -2.188 0.028813 *  
## PC3549       8.681e-05  2.745e-04    0.316 0.751888    
## PC3550      -4.514e-04  2.739e-04   -1.648 0.099563 .  
## PC3551      -2.527e-04  2.702e-04   -0.935 0.349735    
## PC3552      -2.625e-04  2.694e-04   -0.974 0.330017    
## PC3553      -1.654e-04  2.723e-04   -0.607 0.543708    
## PC3554      -5.870e-04  2.768e-04   -2.121 0.034062 *  
## PC3555       9.757e-05  2.708e-04    0.360 0.718667    
## PC3556      -6.237e-04  2.704e-04   -2.307 0.021178 *  
## PC3557       4.713e-05  2.758e-04    0.171 0.864356    
## PC3558       4.615e-04  2.791e-04    1.654 0.098403 .  
## PC3559      -4.532e-05  2.740e-04   -0.165 0.868651    
## PC3560       2.250e-04  2.722e-04    0.827 0.408411    
## PC3561       3.021e-04  2.702e-04    1.118 0.263685    
## PC3562       3.676e-04  2.746e-04    1.339 0.180843    
## PC3563       1.511e-04  2.754e-04    0.549 0.583352    
## PC3564       6.322e-05  2.759e-04    0.229 0.818753    
## PC3565      -1.949e-04  2.710e-04   -0.719 0.472130    
## PC3566       1.262e-04  2.678e-04    0.471 0.637581    
## PC3567       6.506e-05  2.730e-04    0.238 0.811655    
## PC3568      -6.245e-07  2.752e-04   -0.002 0.998190    
## PC3569       8.599e-05  2.707e-04    0.318 0.750831    
## PC3570      -5.127e-04  2.746e-04   -1.867 0.062039 .  
## PC3571      -2.238e-04  2.702e-04   -0.829 0.407470    
## PC3572      -3.622e-05  2.813e-04   -0.129 0.897570    
## PC3573       3.686e-04  2.698e-04    1.366 0.172149    
## PC3574       4.307e-04  2.732e-04    1.576 0.115095    
## PC3575      -6.002e-04  2.701e-04   -2.222 0.026408 *  
## PC3576      -1.802e-04  2.672e-04   -0.674 0.500217    
## PC3577      -5.666e-04  2.722e-04   -2.082 0.037518 *  
## PC3578      -5.425e-05  2.746e-04   -0.198 0.843406    
## PC3579       1.580e-06  2.726e-04    0.006 0.995375    
## PC3580      -3.350e-04  2.672e-04   -1.254 0.210032    
## PC3581      -1.015e-04  2.753e-04   -0.369 0.712233    
## PC3582      -1.952e-04  2.703e-04   -0.722 0.470304    
## PC3583       1.028e-04  2.733e-04    0.376 0.706753    
## PC3584      -2.375e-05  2.708e-04   -0.088 0.930101    
## PC3585      -3.233e-04  2.805e-04   -1.153 0.249249    
## PC3586      -3.607e-05  2.725e-04   -0.132 0.894691    
## PC3587      -4.044e-04  2.744e-04   -1.474 0.140782    
## PC3588      -5.629e-05  2.769e-04   -0.203 0.838934    
## PC3589      -2.648e-04  2.697e-04   -0.982 0.326291    
## PC3590       1.140e-04  2.703e-04    0.422 0.673180    
## PC3591      -1.815e-04  2.651e-04   -0.685 0.493621    
## PC3592       3.688e-05  2.758e-04    0.134 0.893630    
## PC3593       3.179e-04  2.781e-04    1.143 0.253122    
## PC3594       2.443e-04  2.653e-04    0.921 0.357402    
## PC3595      -2.200e-04  2.777e-04   -0.792 0.428408    
## PC3596      -1.650e-04  2.730e-04   -0.604 0.545632    
## PC3597      -5.588e-04  2.686e-04   -2.080 0.037672 *  
## PC3598       1.509e-04  2.749e-04    0.549 0.582991    
## PC3599       1.874e-05  2.722e-04    0.069 0.945136    
## PC3600       5.490e-04  2.706e-04    2.029 0.042617 *  
## PC3601      -2.269e-04  2.692e-04   -0.843 0.399315    
## PC3602      -3.485e-04  2.733e-04   -1.275 0.202538    
## PC3603       9.642e-05  2.801e-04    0.344 0.730711    
## PC3604       2.990e-04  2.708e-04    1.104 0.269702    
## PC3605       4.414e-04  2.728e-04    1.618 0.105871    
## PC3606       1.342e-04  2.740e-04    0.490 0.624287    
## PC3607      -3.136e-04  2.812e-04   -1.115 0.264995    
## PC3608      -2.860e-04  2.723e-04   -1.050 0.293770    
## PC3609      -4.042e-04  2.723e-04   -1.484 0.137956    
## PC3610       2.709e-04  2.767e-04    0.979 0.327536    
## PC3611      -9.592e-06  2.706e-04   -0.035 0.971724    
## PC3612       1.164e-04  2.740e-04    0.425 0.670850    
## PC3613      -1.427e-04  2.701e-04   -0.528 0.597409    
## PC3614      -2.719e-04  2.764e-04   -0.983 0.325498    
## PC3615      -2.108e-04  2.729e-04   -0.772 0.439946    
## PC3616      -1.692e-04  2.686e-04   -0.630 0.528732    
## PC3617       8.968e-05  2.730e-04    0.328 0.742586    
## PC3618      -7.519e-06  2.797e-04   -0.027 0.978556    
## PC3619      -1.112e-04  2.697e-04   -0.413 0.679989    
## PC3620      -1.378e-04  2.752e-04   -0.501 0.616583    
## PC3621       7.298e-05  2.733e-04    0.267 0.789486    
## PC3622      -8.040e-05  2.810e-04   -0.286 0.774803    
## PC3623      -2.191e-04  2.736e-04   -0.801 0.423339    
## PC3624       1.815e-04  2.667e-04    0.680 0.496313    
## PC3625      -1.428e-04  2.686e-04   -0.531 0.595170    
## PC3626      -2.479e-04  2.749e-04   -0.902 0.367280    
## PC3627      -3.689e-04  2.738e-04   -1.347 0.178074    
## PC3628       2.645e-04  2.735e-04    0.967 0.333668    
## PC3629       9.684e-05  2.792e-04    0.347 0.728717    
## PC3630       3.025e-04  2.750e-04    1.100 0.271464    
## PC3631       1.555e-04  2.780e-04    0.559 0.576104    
## PC3632       1.124e-04  2.756e-04    0.408 0.683396    
## PC3633      -3.175e-04  2.683e-04   -1.183 0.236840    
## PC3634      -4.837e-04  2.740e-04   -1.766 0.077625 .  
## PC3635      -1.474e-04  2.731e-04   -0.540 0.589356    
## PC3636      -1.776e-05  2.775e-04   -0.064 0.948994    
## PC3637       1.960e-04  2.721e-04    0.721 0.471307    
## PC3638      -2.258e-04  2.754e-04   -0.820 0.412273    
## PC3639      -2.971e-04  2.789e-04   -1.065 0.286907    
## PC3640       1.860e-04  2.719e-04    0.684 0.494096    
## PC3641       3.872e-04  2.769e-04    1.398 0.162288    
## PC3642      -6.050e-05  2.749e-04   -0.220 0.825828    
## PC3643       8.415e-05  2.777e-04    0.303 0.761908    
## PC3644       6.940e-05  2.808e-04    0.247 0.804844    
## PC3645       1.621e-05  2.735e-04    0.059 0.952727    
## PC3646      -4.500e-04  2.702e-04   -1.665 0.096045 .  
## PC3647      -1.288e-04  2.692e-04   -0.479 0.632285    
## PC3648       4.871e-04  2.755e-04    1.768 0.077260 .  
## PC3649      -4.068e-04  2.720e-04   -1.496 0.134963    
## PC3650      -2.375e-04  2.750e-04   -0.864 0.387977    
## PC3651       3.843e-04  2.807e-04    1.369 0.171163    
## PC3652       1.188e-05  2.740e-04    0.043 0.965411    
## PC3653       1.581e-04  2.822e-04    0.560 0.575381    
## PC3654      -2.050e-04  2.734e-04   -0.750 0.453364    
## PC3655       1.525e-05  2.784e-04    0.055 0.956309    
## PC3656       8.367e-06  2.699e-04    0.031 0.975276    
## PC3657       8.735e-05  2.750e-04    0.318 0.750802    
## PC3658       2.126e-04  2.763e-04    0.770 0.441672    
## PC3659       1.240e-05  2.763e-04    0.045 0.964210    
## PC3660       2.800e-05  2.747e-04    0.102 0.918828    
## PC3661       5.338e-05  2.739e-04    0.195 0.845528    
## PC3662       1.572e-04  2.732e-04    0.575 0.565152    
## PC3663      -3.341e-04  2.738e-04   -1.220 0.222466    
## PC3664      -1.276e-04  2.722e-04   -0.469 0.639188    
## PC3665       9.332e-05  2.714e-04    0.344 0.730960    
## PC3666       1.029e-04  2.750e-04    0.374 0.708389    
## PC3667      -4.421e-05  2.721e-04   -0.162 0.870933    
## PC3668       3.456e-05  2.738e-04    0.126 0.899579    
## PC3669      -2.441e-04  2.768e-04   -0.882 0.377929    
## PC3670       4.616e-04  2.723e-04    1.696 0.090144 .  
## PC3671      -4.455e-04  2.766e-04   -1.611 0.107424    
## PC3672       2.622e-04  2.739e-04    0.957 0.338490    
## PC3673      -1.439e-04  2.785e-04   -0.517 0.605350    
## PC3674      -2.048e-04  2.754e-04   -0.744 0.457275    
## PC3675       3.411e-07  2.714e-04    0.001 0.998998    
## PC3676       1.580e-04  2.723e-04    0.580 0.561776    
## PC3677      -4.386e-04  2.828e-04   -1.551 0.121065    
## PC3678       1.490e-04  2.705e-04    0.551 0.581899    
## PC3679       2.644e-04  2.753e-04    0.960 0.336947    
## PC3680      -2.014e-05  2.779e-04   -0.072 0.942240    
## PC3681      -1.925e-04  2.760e-04   -0.697 0.485591    
## PC3682      -2.095e-04  2.720e-04   -0.770 0.441190    
## PC3683       1.739e-05  2.750e-04    0.063 0.949590    
## PC3684      -4.114e-04  2.738e-04   -1.503 0.133117    
## PC3685      -5.898e-05  2.792e-04   -0.211 0.832744    
## PC3686       1.496e-04  2.718e-04    0.551 0.582008    
## PC3687      -9.959e-05  2.762e-04   -0.361 0.718505    
## PC3688       4.211e-04  2.774e-04    1.518 0.129194    
## PC3689      -6.899e-04  2.790e-04   -2.473 0.013509 *  
## PC3690       4.385e-04  2.774e-04    1.581 0.114018    
## PC3691      -1.834e-04  2.737e-04   -0.670 0.502927    
## PC3692       8.020e-05  2.745e-04    0.292 0.770162    
## PC3693       9.340e-05  2.708e-04    0.345 0.730215    
## PC3694       1.932e-04  2.712e-04    0.713 0.476217    
## PC3695      -5.221e-04  2.747e-04   -1.900 0.057572 .  
## PC3696       3.246e-04  2.772e-04    1.171 0.241802    
## PC3697      -2.045e-04  2.821e-04   -0.725 0.468601    
## PC3698      -6.216e-04  2.703e-04   -2.300 0.021592 *  
## PC3699       1.136e-05  2.727e-04    0.042 0.966769    
## PC3700       2.744e-04  2.800e-04    0.980 0.327172    
## PC3701       3.604e-04  2.728e-04    1.321 0.186677    
## PC3702      -1.386e-04  2.783e-04   -0.498 0.618436    
## PC3703       2.349e-04  2.735e-04    0.859 0.390649    
## PC3704      -1.782e-04  2.835e-04   -0.628 0.529782    
## PC3705      -1.575e-05  2.810e-04   -0.056 0.955323    
## PC3706      -1.435e-04  2.724e-04   -0.527 0.598508    
## PC3707      -2.263e-05  2.805e-04   -0.081 0.935719    
## PC3708      -8.675e-05  2.773e-04   -0.313 0.754463    
## PC3709       3.073e-04  2.757e-04    1.115 0.265217    
## PC3710       1.375e-04  2.713e-04    0.507 0.612290    
## PC3711      -2.689e-04  2.753e-04   -0.977 0.328761    
## PC3712       1.448e-04  2.745e-04    0.527 0.598018    
## PC3713      -5.068e-04  2.766e-04   -1.832 0.067121 .  
## PC3714      -1.608e-04  2.789e-04   -0.576 0.564364    
## PC3715      -1.231e-04  2.727e-04   -0.451 0.651851    
## PC3716       2.912e-04  2.835e-04    1.027 0.304531    
## PC3717      -1.581e-04  2.760e-04   -0.573 0.566856    
## PC3718       2.805e-04  2.742e-04    1.023 0.306495    
## PC3719       2.695e-04  2.774e-04    0.971 0.331499    
## PC3720       1.702e-05  2.798e-04    0.061 0.951500    
## PC3721      -1.812e-05  2.773e-04   -0.065 0.947923    
## PC3722       3.850e-04  2.771e-04    1.389 0.164883    
## PC3723       3.794e-05  2.775e-04    0.137 0.891261    
## PC3724      -4.041e-04  2.760e-04   -1.464 0.143377    
## PC3725      -5.947e-05  2.774e-04   -0.214 0.830283    
## PC3726      -3.287e-04  2.835e-04   -1.159 0.246479    
## PC3727       1.623e-06  2.769e-04    0.006 0.995324    
## PC3728      -1.031e-04  2.728e-04   -0.378 0.705591    
## PC3729       3.520e-04  2.815e-04    1.250 0.211306    
## PC3730      -1.420e-04  2.751e-04   -0.516 0.605829    
## PC3731      -4.808e-04  2.721e-04   -1.767 0.077352 .  
## PC3732       1.545e-04  2.772e-04    0.557 0.577411    
## PC3733      -5.194e-04  2.784e-04   -1.866 0.062204 .  
## PC3734      -3.669e-04  2.773e-04   -1.323 0.185955    
## PC3735      -2.128e-05  2.810e-04   -0.076 0.939636    
## PC3736       5.371e-04  2.789e-04    1.926 0.054263 .  
## PC3737       2.943e-04  2.788e-04    1.055 0.291423    
## PC3738      -6.102e-05  2.748e-04   -0.222 0.824272    
## PC3739      -1.506e-04  2.786e-04   -0.541 0.588871    
## PC3740       3.762e-06  2.748e-04    0.014 0.989079    
## PC3741       2.769e-04  2.800e-04    0.989 0.322785    
## PC3742       4.149e-05  2.833e-04    0.146 0.883574    
## PC3743      -2.901e-04  2.777e-04   -1.045 0.296296    
## PC3744       1.151e-04  2.806e-04    0.410 0.681733    
## PC3745      -7.742e-05  2.782e-04   -0.278 0.780870    
## PC3746       2.754e-04  2.758e-04    0.999 0.318029    
## PC3747      -1.177e-04  2.766e-04   -0.425 0.670611    
## PC3748       4.096e-04  2.835e-04    1.445 0.148607    
## PC3749       3.147e-04  2.761e-04    1.140 0.254588    
## PC3750      -4.813e-05  2.761e-04   -0.174 0.861620    
## PC3751      -1.757e-04  2.797e-04   -0.628 0.529902    
## PC3752       7.837e-05  2.786e-04    0.281 0.778551    
## PC3753       2.259e-04  2.820e-04    0.801 0.423368    
## PC3754      -2.584e-05  2.793e-04   -0.093 0.926286    
## PC3755       1.501e-04  2.828e-04    0.531 0.595758    
## PC3756       2.922e-05  2.788e-04    0.105 0.916554    
## PC3757      -7.244e-04  2.808e-04   -2.579 0.009981 ** 
## PC3758      -7.294e-06  2.766e-04   -0.026 0.978962    
## PC3759       3.935e-05  2.818e-04    0.140 0.888936    
## PC3760      -4.404e-04  2.770e-04   -1.590 0.111998    
## PC3761       5.155e-04  2.786e-04    1.850 0.064470 .  
## PC3762       6.354e-04  2.835e-04    2.242 0.025117 *  
## PC3763       2.713e-04  2.787e-04    0.973 0.330514    
## PC3764       1.360e-04  2.767e-04    0.492 0.622999    
## PC3765       2.250e-04  2.887e-04    0.779 0.435859    
## PC3766      -2.835e-04  2.869e-04   -0.988 0.323294    
## PC3767       1.711e-04  2.809e-04    0.609 0.542378    
## PC3768       2.552e-04  2.795e-04    0.913 0.361284    
## PC3769       1.224e-04  2.768e-04    0.442 0.658453    
## PC3770       4.069e-04  2.723e-04    1.495 0.135212    
## PC3771       6.648e-05  2.793e-04    0.238 0.811863    
## PC3772      -4.023e-04  2.766e-04   -1.454 0.146054    
## PC3773       5.143e-04  2.811e-04    1.830 0.067467 .  
## PC3774       2.143e-04  2.773e-04    0.773 0.439755    
## PC3775      -5.277e-04  2.828e-04   -1.866 0.062174 .  
## PC3776       4.100e-04  2.816e-04    1.456 0.145653    
## PC3777       8.566e-05  2.746e-04    0.312 0.755104    
## PC3778       3.413e-04  2.783e-04    1.226 0.220228    
## PC3779      -1.594e-04  2.838e-04   -0.562 0.574489    
## PC3780      -6.321e-05  2.813e-04   -0.225 0.822220    
## PC3781      -1.602e-04  2.756e-04   -0.581 0.561118    
## PC3782      -2.798e-04  2.757e-04   -1.015 0.310281    
## PC3783       2.233e-04  2.788e-04    0.801 0.423275    
## PC3784      -1.900e-04  2.761e-04   -0.688 0.491310    
## PC3785       6.491e-04  2.847e-04    2.280 0.022731 *  
## PC3786       2.158e-04  2.781e-04    0.776 0.437908    
## PC3787      -7.337e-05  2.838e-04   -0.258 0.796057    
## PC3788      -4.234e-05  2.805e-04   -0.151 0.880049    
## PC3789       5.801e-05  2.799e-04    0.207 0.835870    
## PC3790      -2.078e-04  2.781e-04   -0.747 0.454972    
## PC3791       3.601e-04  2.809e-04    1.282 0.200035    
## PC3792       2.511e-04  2.822e-04    0.890 0.373711    
## PC3793      -7.205e-05  2.809e-04   -0.256 0.797611    
## PC3794       2.283e-04  2.762e-04    0.827 0.408425    
## PC3795      -1.327e-04  2.802e-04   -0.473 0.635992    
## PC3796       1.365e-04  2.822e-04    0.484 0.628685    
## PC3797      -5.916e-05  2.810e-04   -0.211 0.833266    
## PC3798       4.627e-04  2.875e-04    1.609 0.107745    
## PC3799       2.563e-04  2.785e-04    0.920 0.357444    
## PC3800       8.292e-06  2.795e-04    0.030 0.976332    
## PC3801      -6.785e-04  2.788e-04   -2.434 0.015035 *  
## PC3802       3.344e-04  2.790e-04    1.198 0.230890    
## PC3803       2.009e-04  2.758e-04    0.729 0.466374    
## PC3804      -6.456e-05  2.825e-04   -0.229 0.819262    
## PC3805      -5.729e-04  2.764e-04   -2.073 0.038317 *  
## PC3806       2.669e-04  2.781e-04    0.960 0.337321    
## PC3807      -2.108e-04  2.796e-04   -0.754 0.450965    
## PC3808      -1.860e-04  2.755e-04   -0.675 0.499787    
## PC3809      -6.526e-06  2.846e-04   -0.023 0.981709    
## PC3810       2.560e-05  2.872e-04    0.089 0.928999    
## PC3811       1.574e-04  2.803e-04    0.562 0.574499    
## PC3812       2.744e-04  2.765e-04    0.993 0.321072    
## PC3813      -3.952e-04  2.786e-04   -1.419 0.156200    
## PC3814       1.248e-04  2.813e-04    0.444 0.657298    
## PC3815      -1.845e-04  2.847e-04   -0.648 0.516986    
## PC3816      -8.679e-04  2.858e-04   -3.036 0.002430 ** 
## PC3817      -2.641e-04  2.776e-04   -0.951 0.341568    
## PC3818       3.766e-04  2.813e-04    1.339 0.180887    
## PC3819      -2.879e-04  2.805e-04   -1.026 0.304840    
## PC3820      -3.003e-04  2.816e-04   -1.067 0.286247    
## PC3821       2.182e-04  2.831e-04    0.771 0.441026    
## PC3822       2.238e-04  2.779e-04    0.805 0.420719    
## PC3823      -2.110e-04  2.807e-04   -0.752 0.452335    
## PC3824      -8.602e-05  2.777e-04   -0.310 0.756773    
## PC3825       3.232e-04  2.845e-04    1.136 0.256065    
## PC3826      -1.588e-04  2.816e-04   -0.564 0.572863    
## PC3827       1.102e-04  2.851e-04    0.387 0.699108    
## PC3828      -1.278e-04  2.900e-04   -0.441 0.659508    
## PC3829      -3.344e-04  2.803e-04   -1.193 0.232994    
## PC3830      -3.026e-04  2.743e-04   -1.103 0.270114    
## PC3831      -2.862e-05  2.849e-04   -0.100 0.919991    
## PC3832      -1.220e-04  2.877e-04   -0.424 0.671573    
## PC3833      -3.481e-04  2.826e-04   -1.232 0.218167    
## PC3834       5.585e-04  2.825e-04    1.977 0.048172 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.02974 on 1749 degrees of freedom
## Multiple R-squared:  0.786,  Adjusted R-squared:  0.3169 
## F-statistic: 1.675 on 3834 and 1749 DF,  p-value: < 2.2e-16
cd.full = plot.diagnostics(model=model.full, train=data.train)

## [1] "Number of data points that have Cook's D > 4/n: 1495"
## [1] "Number of data points that have Cook's D > 1: 0"

Test

test.model(model.full, data.test
             ,method = NULL , subopt = NULL
             ,formula = formula, feature.names = feature.names, label.names = label.names
             ,id = id
             ,draw.limits = TRUE, transformation = t)
## [1] "Summary of predicted values: "
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   1.897   2.065   2.100   2.099   2.134   2.261 
## [1] "  Test MSE: 0.00321522273760451"
## [1] "  Test RMSE: 0.0567029341181257"
## [1] "  Test MSE (Org Scale): 280.985731773033"
## [1] "  Test RMSE (Org Scale): 16.7626290233076"

Checking with removal of high influence points

high.cd = names(cd.full[cd.full > 4/nrow(data.train)])

#save dataset with high.cd flagged
t = data.train %>% 
  rownames_to_column() %>%
  mutate(high.cd = ifelse(rowname %in% high.cd,1,0))
#write.csv(t,file='data_high_cd_flag.csv',row.names = F)
###
data.train2 = data.train[!(rownames(data.train)) %in% high.cd,]
model.full2 = lm(formula , data.train2)
summary(model.full2)
## 
## Call:
## lm(formula = formula, data = data.train2)
## 
## Residuals:
##        Min         1Q     Median         3Q        Max 
## -0.0147863 -0.0020881 -0.0000081  0.0020728  0.0156774 
## 
## Coefficients:
##               Estimate Std. Error  t value Pr(>|t|)    
## (Intercept)  2.098e+00  6.193e-04 3387.303  < 2e-16 ***
## PC1         -7.891e-05  1.046e-04   -0.754 0.451515    
## PC2         -4.404e-04  1.035e-04   -4.256 2.93e-05 ***
## PC3          1.615e-04  1.018e-04    1.587 0.113825    
## PC4          1.732e-04  1.145e-04    1.513 0.131525    
## PC5          2.091e-04  1.083e-04    1.930 0.054694 .  
## PC6          2.160e-05  1.089e-04    0.198 0.842937    
## PC7          6.050e-05  1.076e-04    0.562 0.574341    
## PC8         -2.544e-05  1.193e-04   -0.213 0.831229    
## PC9         -4.467e-04  1.051e-04   -4.249 3.02e-05 ***
## PC10         2.081e-04  1.164e-04    1.788 0.074905 .  
## PC11         2.003e-04  1.091e-04    1.836 0.067466 .  
## PC12         3.570e-04  1.134e-04    3.149 0.001833 ** 
## PC13        -9.496e-05  1.100e-04   -0.863 0.389025    
## PC14         2.699e-06  1.052e-04    0.026 0.979543    
## PC15         1.632e-05  1.032e-04    0.158 0.874538    
## PC16         1.267e-05  1.149e-04    0.110 0.912290    
## PC17         2.440e-05  1.121e-04    0.218 0.827901    
## PC18         1.970e-04  1.078e-04    1.827 0.068833 .  
## PC19        -7.857e-05  1.087e-04   -0.723 0.470608    
## PC20         3.631e-05  1.135e-04    0.320 0.749297    
## PC21         1.944e-04  1.138e-04    1.709 0.088736 .  
## PC22        -9.773e-05  1.044e-04   -0.936 0.350115    
## PC23         1.736e-04  1.163e-04    1.493 0.136626    
## PC24        -4.060e-05  1.100e-04   -0.369 0.712279    
## PC25        -1.284e-05  1.089e-04   -0.118 0.906246    
## PC26         2.877e-04  1.095e-04    2.628 0.009123 ** 
## PC27         2.079e-04  1.125e-04    1.847 0.065875 .  
## PC28        -4.501e-05  1.243e-04   -0.362 0.717532    
## PC29        -1.908e-04  1.061e-04   -1.798 0.073439 .  
## PC30         8.473e-05  1.100e-04    0.770 0.442014    
## PC31         3.791e-05  1.039e-04    0.365 0.715577    
## PC32         1.427e-04  1.136e-04    1.257 0.210077    
## PC33        -4.504e-05  1.133e-04   -0.397 0.691411    
## PC34        -2.500e-06  1.136e-04   -0.022 0.982458    
## PC35         1.584e-04  1.168e-04    1.356 0.176272    
## PC36        -8.513e-05  1.119e-04   -0.761 0.447549    
## PC37         1.133e-04  1.098e-04    1.032 0.303268    
## PC38        -3.626e-04  1.152e-04   -3.148 0.001841 ** 
## PC39         2.008e-04  1.099e-04    1.828 0.068682 .  
## PC40         1.422e-04  1.156e-04    1.230 0.219913    
## PC41         1.687e-04  1.085e-04    1.555 0.121144    
## PC42         5.945e-07  1.122e-04    0.005 0.995776    
## PC43        -3.467e-04  1.174e-04   -2.952 0.003447 ** 
## PC44        -1.832e-04  1.086e-04   -1.687 0.092902 .  
## PC45        -1.023e-04  1.124e-04   -0.910 0.363527    
## PC46         7.442e-05  1.163e-04    0.640 0.522672    
## PC47         4.349e-05  1.110e-04    0.392 0.695628    
## PC48         1.591e-05  1.126e-04    0.141 0.887730    
## PC49         3.462e-04  1.173e-04    2.950 0.003471 ** 
## PC50        -1.300e-04  1.113e-04   -1.168 0.243985    
## PC51         5.084e-05  1.143e-04    0.445 0.656758    
## PC52         1.591e-04  1.223e-04    1.301 0.194402    
## PC53        -3.451e-04  1.168e-04   -2.954 0.003430 ** 
## PC54         9.236e-05  1.156e-04    0.799 0.425158    
## PC55         2.828e-04  1.167e-04    2.424 0.016069 *  
## PC56        -3.474e-04  1.148e-04   -3.026 0.002732 ** 
## PC57         1.137e-04  1.127e-04    1.009 0.313890    
## PC58         1.860e-04  1.165e-04    1.597 0.111513    
## PC59        -3.642e-05  1.178e-04   -0.309 0.757503    
## PC60        -3.258e-04  1.197e-04   -2.721 0.006957 ** 
## PC61        -9.658e-05  1.145e-04   -0.843 0.399951    
## PC62         3.762e-05  1.123e-04    0.335 0.737957    
## PC63        -4.448e-06  1.196e-04   -0.037 0.970362    
## PC64        -1.555e-04  1.133e-04   -1.372 0.171330    
## PC65        -4.121e-04  1.169e-04   -3.524 0.000503 ***
## PC66         3.434e-04  1.171e-04    2.934 0.003654 ** 
## PC67         3.616e-04  1.096e-04    3.299 0.001109 ** 
## PC68         4.725e-05  1.204e-04    0.393 0.694966    
## PC69        -2.107e-04  1.232e-04   -1.710 0.088427 .  
## PC70        -9.962e-05  1.162e-04   -0.858 0.391955    
## PC71        -1.855e-06  1.224e-04   -0.015 0.987918    
## PC72         1.509e-04  1.252e-04    1.205 0.229486    
## PC73         2.355e-04  1.163e-04    2.024 0.043975 *  
## PC74         8.857e-05  1.142e-04    0.776 0.438600    
## PC75        -2.217e-04  1.254e-04   -1.768 0.078302 .  
## PC76         1.240e-04  1.071e-04    1.157 0.248230    
## PC77        -1.376e-04  1.273e-04   -1.080 0.281035    
## PC78         9.019e-05  1.193e-04    0.756 0.450513    
## PC79        -1.267e-04  1.175e-04   -1.078 0.281994    
## PC80         1.924e-04  1.126e-04    1.709 0.088707 .  
## PC81         2.072e-05  1.189e-04    0.174 0.861836    
## PC82        -7.705e-05  1.172e-04   -0.657 0.511671    
## PC83         1.948e-04  1.160e-04    1.679 0.094440 .  
## PC84        -1.893e-04  1.102e-04   -1.718 0.086996 .  
## PC85         4.813e-04  1.219e-04    3.949 0.000102 ***
## PC86        -5.852e-04  1.200e-04   -4.875 1.92e-06 ***
## PC87         6.797e-05  1.172e-04    0.580 0.562527    
## PC88        -1.796e-04  1.265e-04   -1.420 0.156877    
## PC89        -3.311e-04  1.140e-04   -2.904 0.004002 ** 
## PC90         1.503e-05  1.154e-04    0.130 0.896444    
## PC91         2.934e-05  1.207e-04    0.243 0.808096    
## PC92        -1.330e-04  1.165e-04   -1.141 0.254790    
## PC93        -3.459e-05  1.213e-04   -0.285 0.775774    
## PC94         1.714e-04  1.136e-04    1.509 0.132638    
## PC95        -2.945e-06  1.243e-04   -0.024 0.981117    
## PC96         2.718e-05  1.148e-04    0.237 0.812961    
## PC97        -7.826e-06  1.222e-04   -0.064 0.948970    
## PC98         2.074e-04  1.238e-04    1.675 0.095206 .  
## PC99        -4.167e-04  1.277e-04   -3.262 0.001257 ** 
## PC100        6.166e-05  1.165e-04    0.529 0.597176    
## PC101        1.957e-04  1.181e-04    1.658 0.098591 .  
## PC102       -9.125e-05  1.216e-04   -0.750 0.453820    
## PC103       -1.241e-04  1.214e-04   -1.022 0.307814    
## PC104       -7.603e-05  1.245e-04   -0.611 0.541915    
## PC105       -3.392e-04  1.242e-04   -2.732 0.006746 ** 
## PC106       -4.174e-04  1.232e-04   -3.387 0.000820 ***
## PC107        2.750e-05  1.278e-04    0.215 0.829852    
## PC108       -1.761e-04  1.190e-04   -1.480 0.140185    
## PC109        2.031e-04  1.249e-04    1.626 0.105195    
## PC110       -1.371e-04  1.218e-04   -1.125 0.261518    
## PC111       -2.219e-05  1.165e-04   -0.190 0.849081    
## PC112       -1.485e-04  1.300e-04   -1.143 0.254271    
## PC113       -1.537e-04  1.231e-04   -1.248 0.213274    
## PC114        7.451e-05  1.282e-04    0.581 0.561621    
## PC115        9.567e-06  1.180e-04    0.081 0.935452    
## PC116        5.649e-05  1.255e-04    0.450 0.653038    
## PC117       -2.688e-04  1.192e-04   -2.255 0.024978 *  
## PC118        1.857e-04  1.194e-04    1.555 0.121133    
## PC119        2.307e-04  1.265e-04    1.824 0.069335 .  
## PC120        7.956e-05  1.223e-04    0.650 0.515999    
## PC121        1.508e-04  1.243e-04    1.213 0.226167    
## PC122        6.144e-04  1.350e-04    4.549 8.34e-06 ***
## PC123        2.966e-04  1.265e-04    2.346 0.019764 *  
## PC124       -2.901e-04  1.258e-04   -2.307 0.021870 *  
## PC125       -5.946e-05  1.311e-04   -0.453 0.650597    
## PC126       -2.783e-04  1.265e-04   -2.199 0.028775 *  
## PC127        2.535e-04  1.216e-04    2.084 0.038164 *  
## PC128        6.130e-05  1.339e-04    0.458 0.647504    
## PC129        1.552e-04  1.252e-04    1.240 0.216102    
## PC130       -1.240e-04  1.170e-04   -1.060 0.290279    
## PC131       -1.480e-04  1.343e-04   -1.102 0.271524    
## PC132        7.708e-05  1.369e-04    0.563 0.573774    
## PC133        4.808e-05  1.181e-04    0.407 0.684183    
## PC134        2.699e-04  1.231e-04    2.193 0.029205 *  
## PC135       -2.017e-04  1.101e-04   -1.833 0.067998 .  
## PC136        7.340e-05  1.213e-04    0.605 0.545576    
## PC137        8.889e-05  1.209e-04    0.735 0.462985    
## PC138        7.177e-05  1.343e-04    0.534 0.593648    
## PC139        5.528e-04  1.227e-04    4.507 1.00e-05 ***
## PC140       -3.493e-04  1.258e-04   -2.778 0.005883 ** 
## PC141        6.815e-06  1.269e-04    0.054 0.957223    
## PC142        1.034e-04  1.259e-04    0.821 0.412186    
## PC143       -1.794e-04  1.295e-04   -1.386 0.167035    
## PC144       -3.099e-05  1.228e-04   -0.252 0.801020    
## PC145       -1.005e-04  1.336e-04   -0.752 0.452519    
## PC146        3.764e-04  1.259e-04    2.991 0.003056 ** 
## PC147        3.740e-04  1.271e-04    2.943 0.003548 ** 
## PC148       -5.061e-04  1.289e-04   -3.928 0.000111 ***
## PC149        1.962e-04  1.232e-04    1.592 0.112566    
## PC150       -9.881e-05  1.267e-04   -0.780 0.436164    
## PC151        4.434e-05  1.268e-04    0.350 0.726852    
## PC152       -3.298e-04  1.349e-04   -2.445 0.015185 *  
## PC153        1.383e-04  1.403e-04    0.986 0.325239    
## PC154       -3.576e-04  1.272e-04   -2.811 0.005329 ** 
## PC155       -5.277e-05  1.267e-04   -0.416 0.677411    
## PC156       -1.369e-04  1.401e-04   -0.977 0.329268    
## PC157        6.752e-04  1.309e-04    5.156 5.07e-07 ***
## PC158       -3.895e-04  1.359e-04   -2.866 0.004512 ** 
## PC159       -5.402e-05  1.219e-04   -0.443 0.658132    
## PC160       -7.960e-05  1.260e-04   -0.632 0.528110    
## PC161        3.857e-05  1.245e-04    0.310 0.756945    
## PC162       -8.724e-05  1.316e-04   -0.663 0.507939    
## PC163        4.926e-05  1.302e-04    0.378 0.705456    
## PC164       -3.937e-04  1.264e-04   -3.116 0.002046 ** 
## PC165       -5.000e-04  1.349e-04   -3.705 0.000259 ***
## PC166       -4.554e-05  1.206e-04   -0.378 0.705934    
## PC167        1.365e-04  1.275e-04    1.071 0.285371    
## PC168        1.250e-04  1.407e-04    0.888 0.375254    
## PC169        6.273e-05  1.328e-04    0.472 0.637153    
## PC170        2.445e-04  1.271e-04    1.923 0.055578 .  
## PC171       -6.121e-04  1.269e-04   -4.824 2.42e-06 ***
## PC172        7.243e-05  1.446e-04    0.501 0.617005    
## PC173        2.479e-04  1.255e-04    1.976 0.049281 *  
## PC174       -2.324e-05  1.372e-04   -0.169 0.865594    
## PC175       -2.528e-04  1.293e-04   -1.955 0.051641 .  
## PC176       -1.828e-04  1.356e-04   -1.348 0.178748    
## PC177       -1.709e-04  1.303e-04   -1.312 0.190653    
## PC178        1.574e-04  1.314e-04    1.198 0.232024    
## PC179       -1.245e-04  1.397e-04   -0.891 0.373600    
## PC180        2.063e-04  1.296e-04    1.592 0.112643    
## PC181        2.725e-04  1.280e-04    2.129 0.034182 *  
## PC182       -1.028e-04  1.320e-04   -0.779 0.436925    
## PC183        6.989e-05  1.206e-04    0.580 0.562760    
## PC184        2.328e-04  1.285e-04    1.812 0.071102 .  
## PC185        1.663e-05  1.223e-04    0.136 0.891999    
## PC186        5.854e-04  1.263e-04    4.636 5.68e-06 ***
## PC187       -1.025e-04  1.320e-04   -0.777 0.438101    
## PC188        1.699e-04  1.383e-04    1.229 0.220357    
## PC189        7.371e-06  1.311e-04    0.056 0.955203    
## PC190       -1.631e-04  1.279e-04   -1.275 0.203359    
## PC191        1.575e-04  1.272e-04    1.239 0.216592    
## PC192        5.157e-04  1.421e-04    3.629 0.000344 ***
## PC193       -3.417e-04  1.380e-04   -2.475 0.013964 *  
## PC194       -5.572e-05  1.238e-04   -0.450 0.653069    
## PC195        2.512e-05  1.330e-04    0.189 0.850370    
## PC196       -5.819e-05  1.403e-04   -0.415 0.678628    
## PC197        7.241e-04  1.355e-04    5.344 2.02e-07 ***
## PC198        3.631e-04  1.368e-04    2.654 0.008445 ** 
## PC199        1.828e-04  1.373e-04    1.332 0.184201    
## PC200        5.045e-04  1.435e-04    3.516 0.000519 ***
## PC201       -2.782e-04  1.414e-04   -1.968 0.050179 .  
## PC202        4.018e-04  1.480e-04    2.716 0.007069 ** 
## PC203       -1.004e-04  1.348e-04   -0.744 0.457307    
## PC204        1.274e-04  1.320e-04    0.965 0.335296    
## PC205       -8.910e-05  1.400e-04   -0.636 0.525062    
## PC206        4.170e-05  1.354e-04    0.308 0.758325    
## PC207       -1.548e-05  1.380e-04   -0.112 0.910745    
## PC208        1.339e-04  1.434e-04    0.934 0.351006    
## PC209       -1.540e-04  1.374e-04   -1.121 0.263395    
## PC210        4.470e-04  1.365e-04    3.275 0.001205 ** 
## PC211       -3.578e-04  1.439e-04   -2.487 0.013528 *  
## PC212       -1.107e-04  1.406e-04   -0.787 0.431860    
## PC213       -2.130e-04  1.483e-04   -1.436 0.152099    
## PC214       -4.565e-04  1.339e-04   -3.410 0.000757 ***
## PC215       -4.573e-04  1.463e-04   -3.126 0.001978 ** 
## PC216       -3.395e-04  1.442e-04   -2.354 0.019359 *  
## PC217        1.424e-05  1.465e-04    0.097 0.922642    
## PC218       -7.773e-05  1.362e-04   -0.571 0.568778    
## PC219        4.337e-04  1.515e-04    2.862 0.004563 ** 
## PC220       -1.588e-04  1.370e-04   -1.159 0.247442    
## PC221        6.021e-04  1.542e-04    3.904 0.000121 ***
## PC222        2.545e-04  1.534e-04    1.659 0.098401 .  
## PC223        1.393e-04  1.458e-04    0.955 0.340383    
## PC224       -4.653e-04  1.517e-04   -3.067 0.002395 ** 
## PC225        6.917e-04  1.684e-04    4.108 5.39e-05 ***
## PC226       -1.746e-04  1.449e-04   -1.206 0.229125    
## PC227        8.809e-05  1.723e-04    0.511 0.609615    
## PC228       -9.179e-04  1.563e-04   -5.872 1.34e-08 ***
## PC229       -4.305e-05  1.659e-04   -0.259 0.795495    
## PC230       -5.541e-04  1.561e-04   -3.549 0.000461 ***
## PC231       -9.965e-04  1.629e-04   -6.117 3.58e-09 ***
## PC232        7.929e-04  1.716e-04    4.620 6.11e-06 ***
## PC233        5.257e-04  1.703e-04    3.087 0.002247 ** 
## PC234       -5.908e-05  1.705e-04   -0.347 0.729253    
## PC235       -1.192e-04  1.692e-04   -0.704 0.481775    
## PC236        4.968e-04  1.812e-04    2.742 0.006540 ** 
## PC237        8.832e-04  1.716e-04    5.147 5.30e-07 ***
## PC238        4.033e-04  1.892e-04    2.131 0.034035 *  
## PC239       -2.971e-03  1.937e-04  -15.338  < 2e-16 ***
## PC240        3.163e-04  2.251e-04    1.405 0.161250    
## PC241        3.473e-04  2.478e-04    1.402 0.162167    
## PC242        6.935e-04  2.449e-04    2.831 0.005007 ** 
## PC243        6.797e-04  2.495e-04    2.724 0.006888 ** 
## PC244       -7.433e-04  2.619e-04   -2.838 0.004908 ** 
## PC245       -5.490e-04  2.374e-04   -2.313 0.021531 *  
## PC246        1.723e-04  2.164e-04    0.796 0.426704    
## PC247        6.748e-04  2.457e-04    2.746 0.006455 ** 
## PC248        9.979e-05  2.169e-04    0.460 0.645889    
## PC249       -6.118e-04  2.320e-04   -2.637 0.008880 ** 
## PC250       -1.893e-04  2.422e-04   -0.782 0.435156    
## PC251        2.200e-04  2.315e-04    0.950 0.342976    
## PC252       -2.385e-04  2.269e-04   -1.051 0.294049    
## PC253       -2.181e-04  2.611e-04   -0.836 0.404186    
## PC254       -2.052e-06  2.406e-04   -0.009 0.993200    
## PC255       -3.272e-05  2.383e-04   -0.137 0.890866    
## PC256        3.483e-05  2.436e-04    0.143 0.886409    
## PC257        3.802e-04  2.273e-04    1.673 0.095623 .  
## PC258        1.057e-04  2.354e-04    0.449 0.653718    
## PC259        4.623e-04  2.377e-04    1.945 0.052894 .  
## PC260       -4.948e-04  2.389e-04   -2.071 0.039332 *  
## PC261        1.724e-04  2.381e-04    0.724 0.469668    
## PC262        3.028e-04  2.305e-04    1.314 0.190112    
## PC263       -1.725e-04  2.321e-04   -0.743 0.458102    
## PC264        4.759e-04  2.272e-04    2.094 0.037234 *  
## PC265        2.795e-04  2.480e-04    1.127 0.260662    
## PC266       -7.994e-05  2.530e-04   -0.316 0.752255    
## PC267       -2.721e-04  2.652e-04   -1.026 0.305782    
## PC268        1.591e-04  2.325e-04    0.684 0.494422    
## PC269        4.604e-04  2.336e-04    1.971 0.049785 *  
## PC270       -6.971e-06  2.280e-04   -0.031 0.975636    
## PC271        3.476e-04  2.525e-04    1.377 0.169865    
## PC272       -4.311e-05  2.310e-04   -0.187 0.852095    
## PC273       -1.294e-04  2.442e-04   -0.530 0.596599    
## PC274        9.549e-05  2.619e-04    0.365 0.715675    
## PC275       -5.127e-05  2.418e-04   -0.212 0.832277    
## PC276       -3.994e-04  2.475e-04   -1.614 0.107820    
## PC277       -2.963e-04  2.351e-04   -1.260 0.208712    
## PC278        5.212e-04  2.382e-04    2.188 0.029604 *  
## PC279        5.155e-04  2.469e-04    2.088 0.037792 *  
## PC280       -6.149e-04  2.685e-04   -2.290 0.022817 *  
## PC281       -3.482e-05  2.492e-04   -0.140 0.888997    
## PC282       -5.431e-05  2.367e-04   -0.229 0.818721    
## PC283        6.465e-05  2.423e-04    0.267 0.789869    
## PC284        9.788e-05  2.399e-04    0.408 0.683681    
## PC285       -1.850e-04  2.516e-04   -0.735 0.462806    
## PC286        3.638e-04  2.396e-04    1.519 0.130103    
## PC287        6.075e-05  2.505e-04    0.243 0.808588    
## PC288        1.019e-04  2.371e-04    0.430 0.667818    
## PC289        3.621e-04  2.231e-04    1.623 0.105884    
## PC290        9.768e-05  2.357e-04    0.414 0.678975    
## PC291        2.879e-04  2.484e-04    1.159 0.247581    
## PC292        1.978e-04  2.371e-04    0.834 0.404875    
## PC293       -5.455e-04  2.446e-04   -2.230 0.026589 *  
## PC294       -2.777e-05  2.391e-04   -0.116 0.907628    
## PC295        6.453e-06  2.323e-04    0.028 0.977862    
## PC296        8.368e-04  2.351e-04    3.559 0.000444 ***
## PC297       -7.595e-04  2.459e-04   -3.089 0.002234 ** 
## PC298        4.012e-04  2.424e-04    1.655 0.099165 .  
## PC299       -2.345e-04  2.218e-04   -1.057 0.291349    
## PC300        2.278e-04  2.223e-04    1.025 0.306328    
## PC301       -5.571e-04  2.500e-04   -2.229 0.026700 *  
## PC302       -7.482e-05  2.404e-04   -0.311 0.755864    
## PC303       -2.613e-04  2.288e-04   -1.142 0.254658    
## PC304       -4.171e-04  2.602e-04   -1.603 0.110099    
## PC305       -5.024e-04  2.412e-04   -2.083 0.038271 *  
## PC306        2.130e-04  2.549e-04    0.836 0.404073    
## PC307        9.533e-06  2.289e-04    0.042 0.966810    
## PC308       -3.218e-04  2.524e-04   -1.275 0.203436    
## PC309        3.677e-05  2.328e-04    0.158 0.874628    
## PC310       -4.429e-05  2.335e-04   -0.190 0.849704    
## PC311        3.572e-04  2.404e-04    1.486 0.138608    
## PC312        3.173e-04  2.409e-04    1.317 0.188998    
## PC313        6.057e-04  2.378e-04    2.547 0.011462 *  
## PC314        1.832e-04  2.359e-04    0.777 0.438116    
## PC315       -9.935e-05  2.630e-04   -0.378 0.705906    
## PC316       -2.105e-04  2.575e-04   -0.817 0.414479    
## PC317        8.256e-06  2.485e-04    0.033 0.973518    
## PC318        3.671e-04  2.563e-04    1.432 0.153342    
## PC319       -3.819e-04  2.517e-04   -1.517 0.130462    
## PC320       -1.079e-04  2.506e-04   -0.431 0.667059    
## PC321       -1.316e-04  2.345e-04   -0.561 0.575272    
## PC322       -8.473e-05  2.338e-04   -0.362 0.717365    
## PC323       -1.563e-05  2.510e-04   -0.062 0.950397    
## PC324       -1.765e-04  2.628e-04   -0.672 0.502401    
## PC325       -1.563e-04  2.418e-04   -0.646 0.518648    
## PC326       -1.179e-05  2.268e-04   -0.052 0.958591    
## PC327        7.315e-05  2.434e-04    0.301 0.763973    
## PC328        1.064e-04  2.478e-04    0.429 0.668085    
## PC329        7.706e-04  2.489e-04    3.096 0.002183 ** 
## PC330        9.509e-05  2.223e-04    0.428 0.669246    
## PC331       -1.483e-04  2.417e-04   -0.614 0.540080    
## PC332       -4.491e-04  2.358e-04   -1.904 0.058027 .  
## PC333        2.403e-04  2.403e-04    1.000 0.318418    
## PC334       -1.825e-04  2.475e-04   -0.737 0.461590    
## PC335       -5.274e-04  2.339e-04   -2.255 0.024994 *  
## PC336        1.512e-05  2.445e-04    0.062 0.950750    
## PC337        3.166e-04  2.280e-04    1.389 0.166153    
## PC338        1.299e-04  2.363e-04    0.550 0.582964    
## PC339       -2.375e-04  2.570e-04   -0.924 0.356312    
## PC340       -4.210e-04  2.371e-04   -1.776 0.076976 .  
## PC341       -1.826e-04  2.439e-04   -0.749 0.454637    
## PC342       -8.633e-05  2.240e-04   -0.385 0.700193    
## PC343        7.737e-05  2.312e-04    0.335 0.738144    
## PC344       -2.972e-04  2.387e-04   -1.245 0.214413    
## PC345        2.392e-04  2.501e-04    0.956 0.339755    
## PC346        4.516e-05  2.342e-04    0.193 0.847250    
## PC347       -2.341e-04  2.527e-04   -0.926 0.355108    
## PC348       -6.714e-05  2.291e-04   -0.293 0.769691    
## PC349        2.211e-04  2.488e-04    0.889 0.375063    
## PC350        2.202e-04  2.409e-04    0.914 0.361679    
## PC351        2.820e-04  2.381e-04    1.185 0.237303    
## PC352       -2.955e-04  2.589e-04   -1.141 0.254781    
## PC353       -1.744e-04  2.446e-04   -0.713 0.476559    
## PC354        2.231e-04  2.349e-04    0.950 0.342982    
## PC355       -4.578e-04  2.478e-04   -1.848 0.065780 .  
## PC356        3.983e-04  2.849e-04    1.398 0.163296    
## PC357        1.110e-03  2.359e-04    4.704 4.20e-06 ***
## PC358       -1.007e-04  2.356e-04   -0.428 0.669341    
## PC359       -2.017e-04  2.357e-04   -0.856 0.392970    
## PC360        2.568e-04  2.420e-04    1.061 0.289690    
## PC361       -2.026e-04  2.400e-04   -0.844 0.399304    
## PC362        3.329e-04  2.346e-04    1.419 0.157105    
## PC363        7.470e-05  2.514e-04    0.297 0.766576    
## PC364        4.968e-05  2.569e-04    0.193 0.846826    
## PC365       -5.383e-05  2.246e-04   -0.240 0.810734    
## PC366       -1.833e-04  2.320e-04   -0.790 0.430220    
## PC367        1.921e-04  2.366e-04    0.812 0.417673    
## PC368        7.034e-04  2.624e-04    2.681 0.007823 ** 
## PC369        1.702e-04  2.426e-04    0.702 0.483593    
## PC370        1.890e-04  2.591e-04    0.730 0.466302    
## PC371       -3.912e-04  2.619e-04   -1.494 0.136481    
## PC372        1.153e-04  2.362e-04    0.488 0.625819    
## PC373       -6.764e-05  2.568e-04   -0.263 0.792464    
## PC374        1.724e-04  2.372e-04    0.727 0.467960    
## PC375       -5.576e-04  2.320e-04   -2.404 0.016954 *  
## PC376        5.897e-04  2.522e-04    2.338 0.020163 *  
## PC377        1.455e-04  2.490e-04    0.584 0.559464    
## PC378       -5.717e-04  2.347e-04   -2.436 0.015549 *  
## PC379       -1.996e-04  2.496e-04   -0.800 0.424609    
## PC380        7.458e-05  2.361e-04    0.316 0.752363    
## PC381       -3.640e-04  2.405e-04   -1.514 0.131311    
## PC382        1.427e-04  2.519e-04    0.566 0.571646    
## PC383       -1.937e-05  2.587e-04   -0.075 0.940369    
## PC384       -6.949e-05  2.344e-04   -0.296 0.767169    
## PC385        2.916e-04  2.336e-04    1.248 0.213024    
## PC386        3.367e-05  2.424e-04    0.139 0.889613    
## PC387       -4.533e-04  2.252e-04   -2.013 0.045186 *  
## PC388       -5.247e-05  2.318e-04   -0.226 0.821098    
## PC389       -4.454e-04  2.499e-04   -1.782 0.075886 .  
## PC390        1.865e-05  2.501e-04    0.075 0.940634    
## PC391        2.282e-04  2.501e-04    0.913 0.362251    
## PC392        6.342e-05  2.554e-04    0.248 0.804056    
## PC393       -7.898e-05  2.406e-04   -0.328 0.742960    
## PC394       -1.894e-04  2.474e-04   -0.766 0.444667    
## PC395       -6.265e-05  2.450e-04   -0.256 0.798345    
## PC396        4.502e-04  2.265e-04    1.988 0.047938 *  
## PC397       -6.422e-04  2.478e-04   -2.591 0.010115 *  
## PC398        3.275e-04  2.565e-04    1.277 0.202942    
## PC399       -6.325e-05  2.289e-04   -0.276 0.782512    
## PC400       -2.404e-05  2.203e-04   -0.109 0.913178    
## PC401       -2.017e-04  2.497e-04   -0.808 0.420064    
## PC402       -1.514e-05  2.462e-04   -0.061 0.951011    
## PC403        5.833e-04  2.339e-04    2.494 0.013269 *  
## PC404        1.356e-04  2.404e-04    0.564 0.573278    
## PC405       -3.323e-04  2.502e-04   -1.328 0.185260    
## PC406       -3.990e-04  2.238e-04   -1.783 0.075811 .  
## PC407       -1.602e-04  2.287e-04   -0.701 0.484199    
## PC408        9.689e-05  2.583e-04    0.375 0.707920    
## PC409        3.334e-04  2.429e-04    1.372 0.171163    
## PC410       -3.257e-04  2.241e-04   -1.453 0.147392    
## PC411        3.986e-06  2.524e-04    0.016 0.987412    
## PC412       -7.297e-04  2.407e-04   -3.032 0.002680 ** 
## PC413       -3.131e-04  2.559e-04   -1.223 0.222292    
## PC414       -2.723e-04  2.653e-04   -1.026 0.305722    
## PC415       -1.438e-04  2.480e-04   -0.580 0.562663    
## PC416       -2.468e-05  2.417e-04   -0.102 0.918757    
## PC417       -2.592e-04  2.626e-04   -0.987 0.324665    
## PC418       -3.298e-04  2.418e-04   -1.364 0.173815    
## PC419       -2.239e-04  2.657e-04   -0.843 0.400279    
## PC420        1.047e-04  2.425e-04    0.432 0.666330    
## PC421       -1.602e-04  2.329e-04   -0.688 0.492160    
## PC422       -6.638e-04  2.607e-04   -2.546 0.011475 *  
## PC423       -7.208e-05  2.558e-04   -0.282 0.778363    
## PC424        2.557e-04  2.621e-04    0.975 0.330317    
## PC425        3.000e-04  2.333e-04    1.286 0.199602    
## PC426        1.809e-05  2.474e-04    0.073 0.941770    
## PC427        2.959e-04  2.494e-04    1.186 0.236702    
## PC428        2.067e-05  2.507e-04    0.082 0.934368    
## PC429        2.560e-04  2.501e-04    1.024 0.306910    
## PC430        1.367e-04  2.313e-04    0.591 0.555063    
## PC431       -5.294e-04  2.389e-04   -2.216 0.027551 *  
## PC432        6.990e-05  2.385e-04    0.293 0.769721    
## PC433        8.035e-05  2.379e-04    0.338 0.735837    
## PC434        2.230e-04  2.546e-04    0.876 0.381958    
## PC435       -2.416e-04  2.365e-04   -1.021 0.308010    
## PC436       -8.830e-04  2.517e-04   -3.508 0.000534 ***
## PC437       -2.245e-04  2.359e-04   -0.952 0.342239    
## PC438        3.958e-04  2.457e-04    1.611 0.108504    
## PC439        1.960e-04  2.436e-04    0.805 0.421803    
## PC440       -1.404e-04  2.420e-04   -0.580 0.562114    
## PC441        1.263e-05  2.608e-04    0.048 0.961423    
## PC442        1.364e-05  2.372e-04    0.057 0.954194    
## PC443       -1.384e-04  2.410e-04   -0.574 0.566329    
## PC444        3.212e-04  2.594e-04    1.238 0.216695    
## PC445       -2.483e-04  2.479e-04   -1.002 0.317486    
## PC446       -2.310e-04  2.526e-04   -0.914 0.361383    
## PC447        7.098e-05  2.465e-04    0.288 0.773655    
## PC448       -3.577e-04  2.619e-04   -1.366 0.173223    
## PC449       -9.761e-05  2.495e-04   -0.391 0.695959    
## PC450        5.249e-04  2.417e-04    2.172 0.030815 *  
## PC451       -6.278e-05  2.418e-04   -0.260 0.795355    
## PC452       -5.509e-04  2.466e-04   -2.234 0.026348 *  
## PC453       -9.483e-05  2.350e-04   -0.403 0.686943    
## PC454        1.980e-04  2.613e-04    0.758 0.449357    
## PC455        5.986e-05  2.427e-04    0.247 0.805373    
## PC456       -5.470e-05  2.507e-04   -0.218 0.827455    
## PC457        2.043e-04  2.683e-04    0.762 0.447062    
## PC458        6.113e-05  2.487e-04    0.246 0.806032    
## PC459       -5.202e-05  2.459e-04   -0.212 0.832645    
## PC460       -1.084e-04  2.634e-04   -0.412 0.680926    
## PC461        2.548e-04  2.574e-04    0.990 0.323121    
## PC462        5.180e-05  2.583e-04    0.201 0.841206    
## PC463        3.623e-04  2.493e-04    1.453 0.147502    
## PC464       -2.038e-04  2.628e-04   -0.776 0.438722    
## PC465        1.962e-04  2.375e-04    0.826 0.409471    
## PC466       -1.500e-04  2.579e-04   -0.582 0.561260    
## PC467        6.676e-04  2.295e-04    2.909 0.003950 ** 
## PC468        8.048e-05  2.562e-04    0.314 0.753712    
## PC469       -2.205e-04  2.737e-04   -0.806 0.421227    
## PC470       -4.464e-04  2.522e-04   -1.771 0.077842 .  
## PC471       -1.649e-04  2.441e-04   -0.676 0.499776    
## PC472       -8.776e-04  2.695e-04   -3.257 0.001280 ** 
## PC473       -1.129e-04  2.422e-04   -0.466 0.641476    
## PC474        1.497e-04  2.368e-04    0.632 0.527924    
## PC475        1.839e-05  2.576e-04    0.071 0.943147    
## PC476       -1.142e-04  2.443e-04   -0.467 0.640755    
## PC477        3.610e-04  2.345e-04    1.539 0.125001    
## PC478       -2.244e-05  2.517e-04   -0.089 0.929050    
## PC479       -3.179e-04  2.470e-04   -1.287 0.199254    
## PC480        3.305e-04  2.447e-04    1.351 0.178040    
## PC481       -5.371e-04  2.525e-04   -2.127 0.034394 *  
## PC482       -1.735e-04  2.491e-04   -0.697 0.486749    
## PC483       -4.754e-04  2.413e-04   -1.970 0.049918 *  
## PC484        2.042e-04  2.588e-04    0.789 0.430933    
## PC485       -3.944e-04  2.506e-04   -1.573 0.116862    
## PC486        3.274e-04  2.480e-04    1.320 0.188072    
## PC487       -1.908e-04  2.778e-04   -0.687 0.492688    
## PC488       -5.511e-04  2.457e-04   -2.243 0.025774 *  
## PC489        9.157e-05  2.489e-04    0.368 0.713209    
## PC490        9.359e-05  2.508e-04    0.373 0.709283    
## PC491       -2.583e-04  2.502e-04   -1.032 0.303008    
## PC492       -1.246e-04  2.573e-04   -0.484 0.628575    
## PC493       -2.042e-05  2.375e-04   -0.086 0.931549    
## PC494       -2.061e-05  2.365e-04   -0.087 0.930627    
## PC495        5.537e-04  2.467e-04    2.244 0.025675 *  
## PC496       -2.420e-04  2.429e-04   -0.996 0.320107    
## PC497        9.581e-06  2.411e-04    0.040 0.968329    
## PC498        3.941e-05  2.550e-04    0.155 0.877329    
## PC499        3.710e-04  2.422e-04    1.532 0.126769    
## PC500        1.231e-04  2.486e-04    0.495 0.620959    
## PC501       -3.037e-04  2.389e-04   -1.271 0.204877    
## PC502       -3.933e-05  2.507e-04   -0.157 0.875436    
## PC503        2.380e-04  2.523e-04    0.943 0.346509    
## PC504       -2.979e-04  2.465e-04   -1.209 0.227884    
## PC505       -5.586e-05  2.556e-04   -0.219 0.827202    
## PC506        1.468e-04  2.512e-04    0.585 0.559395    
## PC507       -4.202e-04  2.580e-04   -1.629 0.104623    
## PC508        1.308e-04  2.428e-04    0.539 0.590458    
## PC509       -2.551e-04  2.545e-04   -1.003 0.317041    
## PC510       -1.303e-04  2.402e-04   -0.542 0.587965    
## PC511        7.092e-05  2.300e-04    0.308 0.758041    
## PC512        4.318e-04  2.443e-04    1.768 0.078283 .  
## PC513        1.949e-04  2.496e-04    0.781 0.435741    
## PC514        2.887e-04  2.438e-04    1.184 0.237461    
## PC515       -1.571e-04  2.717e-04   -0.578 0.563715    
## PC516        5.602e-04  2.620e-04    2.138 0.033464 *  
## PC517        5.874e-05  2.349e-04    0.250 0.802743    
## PC518        2.885e-04  2.502e-04    1.153 0.249967    
## PC519       -2.574e-04  2.524e-04   -1.020 0.308861    
## PC520       -2.762e-05  2.454e-04   -0.113 0.910482    
## PC521       -5.549e-04  2.612e-04   -2.125 0.034557 *  
## PC522        3.106e-04  2.423e-04    1.282 0.201015    
## PC523       -1.016e-05  2.425e-04   -0.042 0.966621    
## PC524       -2.501e-04  2.430e-04   -1.029 0.304265    
## PC525        1.632e-04  2.421e-04    0.674 0.500824    
## PC526        1.467e-04  2.335e-04    0.628 0.530396    
## PC527        1.715e-04  2.405e-04    0.713 0.476398    
## PC528        1.675e-04  2.597e-04    0.645 0.519518    
## PC529        4.172e-04  2.426e-04    1.720 0.086724 .  
## PC530       -2.188e-04  2.402e-04   -0.911 0.363253    
## PC531        7.788e-05  2.358e-04    0.330 0.741509    
## PC532       -2.143e-04  2.729e-04   -0.785 0.433109    
## PC533        3.163e-04  2.420e-04    1.307 0.192488    
## PC534        5.584e-06  2.543e-04    0.022 0.982495    
## PC535        2.766e-04  2.661e-04    1.039 0.299605    
## PC536        1.984e-04  2.437e-04    0.814 0.416325    
## PC537        1.900e-04  2.328e-04    0.816 0.414994    
## PC538       -3.386e-04  2.382e-04   -1.421 0.156455    
## PC539       -4.590e-04  2.562e-04   -1.791 0.074405 .  
## PC540        1.451e-04  2.418e-04    0.600 0.548974    
## PC541        3.647e-04  2.493e-04    1.463 0.144733    
## PC542       -1.223e-04  2.331e-04   -0.524 0.600449    
## PC543        4.890e-05  2.519e-04    0.194 0.846263    
## PC544       -2.623e-04  2.498e-04   -1.050 0.294722    
## PC545        4.538e-04  2.634e-04    1.723 0.086082 .  
## PC546        1.992e-05  2.508e-04    0.079 0.936758    
## PC547       -1.591e-04  2.347e-04   -0.678 0.498579    
## PC548        1.537e-04  2.274e-04    0.676 0.499660    
## PC549       -1.665e-04  2.365e-04   -0.704 0.482211    
## PC550        8.197e-04  2.671e-04    3.069 0.002384 ** 
## PC551        8.564e-05  2.460e-04    0.348 0.727989    
## PC552        2.051e-04  2.801e-04    0.732 0.464820    
## PC553       -1.774e-04  2.574e-04   -0.689 0.491366    
## PC554       -2.832e-04  2.334e-04   -1.213 0.226145    
## PC555       -1.425e-04  2.326e-04   -0.612 0.540769    
## PC556       -5.972e-04  2.245e-04   -2.660 0.008313 ** 
## PC557       -8.054e-05  2.623e-04   -0.307 0.759026    
## PC558        5.654e-05  2.432e-04    0.232 0.816400    
## PC559        3.472e-04  2.419e-04    1.435 0.152417    
## PC560        2.100e-04  2.472e-04    0.850 0.396326    
## PC561        2.852e-04  2.514e-04    1.134 0.257690    
## PC562        9.674e-05  2.636e-04    0.367 0.713879    
## PC563        8.764e-05  2.450e-04    0.358 0.720844    
## PC564        1.648e-04  2.368e-04    0.696 0.487155    
## PC565        2.990e-04  2.507e-04    1.192 0.234242    
## PC566        8.673e-05  2.522e-04    0.344 0.731255    
## PC567        4.734e-04  2.584e-04    1.832 0.068156 .  
## PC568        3.086e-04  2.475e-04    1.247 0.213642    
## PC569       -5.847e-04  2.346e-04   -2.492 0.013345 *  
## PC570        1.732e-04  2.589e-04    0.669 0.504146    
## PC571       -3.811e-04  2.526e-04   -1.509 0.132533    
## PC572        1.530e-04  2.314e-04    0.661 0.509048    
## PC573       -1.925e-04  2.526e-04   -0.762 0.446875    
## PC574        2.745e-04  2.461e-04    1.115 0.265726    
## PC575        2.952e-04  2.370e-04    1.246 0.214042    
## PC576        2.874e-04  2.380e-04    1.208 0.228353    
## PC577        2.376e-04  2.815e-04    0.844 0.399484    
## PC578       -1.890e-04  2.585e-04   -0.731 0.465433    
## PC579       -3.475e-04  2.515e-04   -1.382 0.168262    
## PC580       -7.401e-04  2.381e-04   -3.108 0.002096 ** 
## PC581       -2.103e-04  2.441e-04   -0.862 0.389647    
## PC582       -3.309e-04  2.298e-04   -1.440 0.151162    
## PC583        4.305e-04  2.643e-04    1.629 0.104592    
## PC584        1.419e-04  2.403e-04    0.590 0.555414    
## PC585       -8.855e-04  2.408e-04   -3.677 0.000288 ***
## PC586       -3.728e-04  2.657e-04   -1.403 0.161754    
## PC587        1.961e-04  2.498e-04    0.785 0.433211    
## PC588        3.565e-04  2.440e-04    1.461 0.145261    
## PC589        1.048e-04  2.378e-04    0.441 0.659661    
## PC590       -9.910e-04  2.602e-04   -3.809 0.000175 ***
## PC591       -1.026e-04  2.606e-04   -0.394 0.694186    
## PC592       -2.607e-04  2.351e-04   -1.109 0.268397    
## PC593       -2.460e-04  2.530e-04   -0.972 0.331788    
## PC594        6.159e-04  2.401e-04    2.566 0.010872 *  
## PC595        2.562e-04  2.453e-04    1.044 0.297267    
## PC596       -1.469e-04  2.536e-04   -0.579 0.562870    
## PC597        2.761e-05  2.447e-04    0.113 0.910253    
## PC598       -4.064e-04  2.602e-04   -1.562 0.119615    
## PC599       -1.049e-05  2.768e-04   -0.038 0.969803    
## PC600       -3.132e-04  2.648e-04   -1.183 0.238027    
## PC601        1.960e-04  2.609e-04    0.751 0.453312    
## PC602       -2.580e-04  2.398e-04   -1.076 0.282935    
## PC603        2.019e-04  2.421e-04    0.834 0.404990    
## PC604       -1.042e-03  2.691e-04   -3.870 0.000138 ***
## PC605        1.209e-04  2.568e-04    0.471 0.638344    
## PC606        4.908e-04  2.522e-04    1.946 0.052735 .  
## PC607       -3.733e-04  2.389e-04   -1.563 0.119359    
## PC608       -9.881e-05  2.519e-04   -0.392 0.695235    
## PC609       -1.827e-04  2.480e-04   -0.737 0.462090    
## PC610        4.346e-05  2.378e-04    0.183 0.855102    
## PC611       -8.954e-05  2.458e-04   -0.364 0.716007    
## PC612       -2.027e-04  2.635e-04   -0.770 0.442290    
## PC613        1.803e-04  2.563e-04    0.703 0.482598    
## PC614       -1.294e-04  2.756e-04   -0.470 0.639099    
## PC615       -1.859e-04  2.623e-04   -0.709 0.479155    
## PC616       -6.057e-04  2.425e-04   -2.498 0.013115 *  
## PC617       -7.728e-05  2.592e-04   -0.298 0.765860    
## PC618       -7.262e-05  2.495e-04   -0.291 0.771219    
## PC619        2.738e-04  2.333e-04    1.173 0.241709    
## PC620       -1.797e-04  2.757e-04   -0.652 0.515119    
## PC621        3.935e-04  2.527e-04    1.557 0.120670    
## PC622       -6.099e-04  2.478e-04   -2.461 0.014513 *  
## PC623        3.570e-04  2.404e-04    1.485 0.138857    
## PC624        1.019e-04  2.532e-04    0.402 0.687708    
## PC625       -3.254e-04  2.592e-04   -1.256 0.210448    
## PC626       -4.488e-04  2.326e-04   -1.930 0.054758 .  
## PC627        1.656e-04  2.262e-04    0.732 0.464717    
## PC628       -5.151e-04  2.396e-04   -2.150 0.032510 *  
## PC629       -1.069e-04  2.552e-04   -0.419 0.675626    
## PC630       -6.840e-05  2.518e-04   -0.272 0.786096    
## PC631       -1.972e-04  2.378e-04   -0.829 0.407712    
## PC632        1.172e-04  2.456e-04    0.477 0.633835    
## PC633       -5.584e-04  2.388e-04   -2.339 0.020122 *  
## PC634        2.965e-04  2.413e-04    1.229 0.220288    
## PC635       -3.620e-04  2.398e-04   -1.509 0.132458    
## PC636        1.442e-04  2.483e-04    0.581 0.561841    
## PC637        1.460e-04  2.410e-04    0.606 0.545270    
## PC638       -3.286e-04  2.505e-04   -1.312 0.190713    
## PC639        1.355e-04  2.703e-04    0.502 0.616450    
## PC640       -2.774e-04  2.615e-04   -1.061 0.289868    
## PC641       -2.779e-04  2.399e-04   -1.158 0.247817    
## PC642        3.694e-04  2.466e-04    1.498 0.135365    
## PC643        3.323e-04  2.415e-04    1.376 0.170059    
## PC644        2.821e-04  2.463e-04    1.145 0.253165    
## PC645        2.302e-04  2.599e-04    0.886 0.376618    
## PC646        9.609e-05  2.567e-04    0.374 0.708491    
## PC647       -4.680e-04  2.434e-04   -1.922 0.055681 .  
## PC648       -4.764e-04  2.406e-04   -1.980 0.048766 *  
## PC649        6.659e-05  2.367e-04    0.281 0.778673    
## PC650       -5.549e-05  2.510e-04   -0.221 0.825173    
## PC651        1.432e-04  2.543e-04    0.563 0.573944    
## PC652       -4.450e-04  2.461e-04   -1.808 0.071753 .  
## PC653       -3.470e-04  2.481e-04   -1.399 0.163125    
## PC654       -6.709e-05  2.529e-04   -0.265 0.791018    
## PC655        6.229e-05  2.447e-04    0.255 0.799257    
## PC656        8.120e-05  2.474e-04    0.328 0.743044    
## PC657       -2.844e-04  2.631e-04   -1.081 0.280882    
## PC658        1.437e-04  2.275e-04    0.632 0.528112    
## PC659       -2.151e-04  2.687e-04   -0.800 0.424208    
## PC660       -5.080e-05  2.403e-04   -0.211 0.832769    
## PC661        1.841e-05  2.437e-04    0.076 0.939831    
## PC662       -1.010e-04  2.637e-04   -0.383 0.702021    
## PC663       -4.639e-04  2.447e-04   -1.896 0.059073 .  
## PC664        4.538e-04  2.365e-04    1.918 0.056176 .  
## PC665       -3.158e-04  2.441e-04   -1.294 0.196899    
## PC666       -3.884e-04  2.451e-04   -1.585 0.114290    
## PC667       -1.816e-04  2.385e-04   -0.761 0.447196    
## PC668        9.276e-05  2.459e-04    0.377 0.706366    
## PC669       -3.091e-04  2.490e-04   -1.241 0.215590    
## PC670       -8.825e-05  2.395e-04   -0.368 0.712868    
## PC671        1.717e-04  2.627e-04    0.654 0.513920    
## PC672        4.270e-04  2.554e-04    1.672 0.095841 .  
## PC673        1.857e-04  2.623e-04    0.708 0.479626    
## PC674       -4.294e-04  2.523e-04   -1.702 0.090058 .  
## PC675       -4.490e-04  2.484e-04   -1.807 0.071874 .  
## PC676       -1.431e-04  2.362e-04   -0.606 0.545304    
## PC677        3.199e-04  2.505e-04    1.277 0.202725    
## PC678       -2.846e-04  2.586e-04   -1.100 0.272210    
## PC679        3.092e-04  2.396e-04    1.290 0.198191    
## PC680       -3.457e-04  2.341e-04   -1.477 0.140914    
## PC681        4.733e-04  2.499e-04    1.894 0.059397 .  
## PC682       -4.154e-04  2.363e-04   -1.758 0.079940 .  
## PC683       -3.582e-05  2.539e-04   -0.141 0.887907    
## PC684       -5.205e-04  2.618e-04   -1.988 0.047836 *  
## PC685       -7.723e-05  2.597e-04   -0.297 0.766401    
## PC686        2.780e-04  2.528e-04    1.100 0.272419    
## PC687        1.523e-04  2.566e-04    0.594 0.553315    
## PC688        2.892e-04  2.598e-04    1.113 0.266818    
## PC689        3.261e-04  2.587e-04    1.260 0.208687    
## PC690        2.120e-04  2.585e-04    0.820 0.412945    
## PC691       -1.715e-04  2.458e-04   -0.698 0.485807    
## PC692        2.956e-04  2.465e-04    1.199 0.231577    
## PC693        3.568e-04  2.579e-04    1.384 0.167695    
## PC694       -5.618e-05  2.261e-04   -0.248 0.803986    
## PC695       -5.619e-04  2.442e-04   -2.301 0.022190 *  
## PC696       -6.566e-06  2.547e-04   -0.026 0.979456    
## PC697        4.092e-04  2.445e-04    1.674 0.095387 .  
## PC698       -2.219e-04  2.496e-04   -0.889 0.374660    
## PC699       -1.137e-05  2.540e-04   -0.045 0.964334    
## PC700        5.072e-04  2.547e-04    1.991 0.047527 *  
## PC701       -1.092e-04  2.408e-04   -0.454 0.650540    
## PC702        3.776e-04  2.552e-04    1.480 0.140169    
## PC703        2.201e-04  2.551e-04    0.863 0.389028    
## PC704       -3.567e-04  2.386e-04   -1.495 0.136119    
## PC705        2.302e-04  2.483e-04    0.927 0.354769    
## PC706       -2.841e-04  2.591e-04   -1.097 0.273849    
## PC707       -2.084e-04  2.356e-04   -0.884 0.377318    
## PC708       -1.096e-04  2.718e-04   -0.403 0.687084    
## PC709       -3.950e-05  2.315e-04   -0.171 0.864632    
## PC710       -2.550e-04  2.652e-04   -0.962 0.337158    
## PC711        9.115e-05  2.546e-04    0.358 0.720582    
## PC712        2.772e-06  2.336e-04    0.012 0.990542    
## PC713        5.762e-05  2.382e-04    0.242 0.809060    
## PC714       -3.300e-04  2.396e-04   -1.377 0.169626    
## PC715        3.237e-04  2.375e-04    1.363 0.174087    
## PC716        2.869e-05  2.517e-04    0.114 0.909335    
## PC717        3.663e-04  2.454e-04    1.493 0.136669    
## PC718       -3.193e-04  2.479e-04   -1.288 0.198883    
## PC719        5.945e-04  2.521e-04    2.358 0.019131 *  
## PC720        4.237e-04  2.431e-04    1.743 0.082618 .  
## PC721       -6.907e-05  2.557e-04   -0.270 0.787324    
## PC722       -1.890e-04  2.643e-04   -0.715 0.475069    
## PC723       -5.999e-04  2.402e-04   -2.498 0.013128 *  
## PC724       -5.846e-06  2.306e-04   -0.025 0.979792    
## PC725       -2.726e-04  2.621e-04   -1.040 0.299277    
## PC726        2.476e-04  2.568e-04    0.964 0.335805    
## PC727       -1.746e-04  2.595e-04   -0.673 0.501817    
## PC728       -7.437e-04  2.353e-04   -3.160 0.001767 ** 
## PC729       -1.197e-04  2.602e-04   -0.460 0.645799    
## PC730        6.337e-05  2.485e-04    0.255 0.798961    
## PC731        1.494e-04  2.769e-04    0.539 0.590136    
## PC732       -1.922e-04  2.418e-04   -0.795 0.427533    
## PC733        2.603e-04  2.683e-04    0.970 0.332873    
## PC734       -2.030e-04  2.402e-04   -0.845 0.398710    
## PC735       -1.738e-04  2.667e-04   -0.652 0.515285    
## PC736        3.574e-04  2.524e-04    1.416 0.158072    
## PC737        6.353e-04  2.345e-04    2.710 0.007192 ** 
## PC738        3.531e-04  2.561e-04    1.379 0.169091    
## PC739       -6.181e-04  2.603e-04   -2.375 0.018292 *  
## PC740        5.268e-04  2.509e-04    2.100 0.036709 *  
## PC741       -2.375e-04  2.490e-04   -0.954 0.341047    
## PC742        1.750e-04  2.562e-04    0.683 0.495234    
## PC743        4.196e-05  2.632e-04    0.159 0.873497    
## PC744       -1.772e-04  2.555e-04   -0.693 0.488677    
## PC745        3.235e-04  2.567e-04    1.260 0.208796    
## PC746       -3.339e-04  2.687e-04   -1.243 0.215070    
## PC747        2.193e-04  2.463e-04    0.890 0.374063    
## PC748        8.080e-05  2.420e-04    0.334 0.738784    
## PC749        3.284e-05  2.478e-04    0.133 0.894692    
## PC750       -2.326e-04  2.549e-04   -0.913 0.362351    
## PC751        3.400e-04  2.544e-04    1.336 0.182605    
## PC752       -5.445e-04  2.495e-04   -2.182 0.030011 *  
## PC753        4.051e-04  2.593e-04    1.562 0.119515    
## PC754       -2.313e-04  2.621e-04   -0.882 0.378369    
## PC755        5.355e-04  2.461e-04    2.176 0.030445 *  
## PC756       -2.018e-04  2.573e-04   -0.784 0.433482    
## PC757        9.593e-05  2.461e-04    0.390 0.697007    
## PC758       -5.728e-06  2.515e-04   -0.023 0.981848    
## PC759       -5.187e-04  2.671e-04   -1.942 0.053294 .  
## PC760        7.967e-05  2.509e-04    0.318 0.751060    
## PC761        4.616e-04  2.624e-04    1.759 0.079767 .  
## PC762       -1.213e-05  2.533e-04   -0.048 0.961843    
## PC763       -2.039e-04  2.427e-04   -0.840 0.401687    
## PC764        5.457e-04  2.474e-04    2.206 0.028270 *  
## PC765        9.202e-05  2.515e-04    0.366 0.714722    
## PC766        7.989e-05  2.445e-04    0.327 0.744119    
## PC767       -2.721e-04  2.441e-04   -1.115 0.266010    
## PC768       -1.727e-04  2.672e-04   -0.646 0.518624    
## PC769       -2.430e-04  2.667e-04   -0.911 0.363130    
## PC770        3.071e-04  2.531e-04    1.214 0.225961    
## PC771        5.928e-04  2.498e-04    2.373 0.018393 *  
## PC772       -2.379e-04  2.493e-04   -0.954 0.340885    
## PC773       -3.147e-05  2.498e-04   -0.126 0.899851    
## PC774        1.493e-04  2.374e-04    0.629 0.529935    
## PC775       -8.009e-04  2.599e-04   -3.081 0.002287 ** 
## PC776        1.900e-04  2.664e-04    0.713 0.476513    
## PC777       -2.417e-04  2.502e-04   -0.966 0.334914    
## PC778       -3.354e-04  2.467e-04   -1.360 0.175186    
## PC779       -5.382e-04  2.722e-04   -1.977 0.049074 *  
## PC780       -2.208e-05  2.659e-04   -0.083 0.933901    
## PC781        2.700e-05  2.460e-04    0.110 0.912697    
## PC782        1.749e-04  2.670e-04    0.655 0.513086    
## PC783        4.319e-04  2.531e-04    1.706 0.089221 .  
## PC784        1.593e-04  2.242e-04    0.711 0.478040    
## PC785       -1.679e-04  2.548e-04   -0.659 0.510636    
## PC786        5.598e-05  2.622e-04    0.213 0.831140    
## PC787       -4.734e-04  2.443e-04   -1.938 0.053776 .  
## PC788       -1.646e-04  2.524e-04   -0.652 0.514907    
## PC789       -7.756e-04  2.580e-04   -3.007 0.002906 ** 
## PC790       -6.313e-05  2.391e-04   -0.264 0.791961    
## PC791        4.315e-05  2.728e-04    0.158 0.874459    
## PC792        1.242e-04  2.678e-04    0.464 0.643206    
## PC793       -2.893e-04  2.675e-04   -1.081 0.280578    
## PC794       -5.365e-05  2.336e-04   -0.230 0.818515    
## PC795       -6.415e-05  2.618e-04   -0.245 0.806629    
## PC796       -2.296e-04  2.494e-04   -0.921 0.358150    
## PC797       -1.386e-04  2.565e-04   -0.540 0.589346    
## PC798        2.300e-04  2.481e-04    0.927 0.354858    
## PC799        3.391e-04  2.643e-04    1.283 0.200727    
## PC800        1.720e-04  2.476e-04    0.695 0.487900    
## PC801        2.408e-04  2.350e-04    1.025 0.306491    
## PC802        1.975e-04  2.628e-04    0.751 0.453195    
## PC803       -3.926e-04  2.492e-04   -1.575 0.116398    
## PC804       -8.294e-05  2.559e-04   -0.324 0.746130    
## PC805       -3.064e-04  2.535e-04   -1.209 0.227967    
## PC806        1.054e-04  2.764e-04    0.381 0.703275    
## PC807       -1.382e-04  2.409e-04   -0.574 0.566558    
## PC808        2.612e-04  2.699e-04    0.968 0.334081    
## PC809       -8.669e-04  2.453e-04   -3.535 0.000485 ***
## PC810        4.072e-04  2.565e-04    1.587 0.113669    
## PC811       -5.540e-04  2.544e-04   -2.178 0.030353 *  
## PC812        3.852e-05  2.384e-04    0.162 0.871808    
## PC813        1.757e-04  2.465e-04    0.713 0.476664    
## PC814       -1.687e-04  2.699e-04   -0.625 0.532457    
## PC815        6.115e-04  2.623e-04    2.331 0.020512 *  
## PC816       -2.424e-04  2.436e-04   -0.995 0.320592    
## PC817        4.479e-05  2.630e-04    0.170 0.864884    
## PC818        3.937e-04  2.594e-04    1.517 0.130409    
## PC819       -5.974e-04  2.421e-04   -2.467 0.014270 *  
## PC820        7.130e-04  2.524e-04    2.824 0.005112 ** 
## PC821        1.161e-04  2.432e-04    0.477 0.633460    
## PC822        1.424e-04  2.513e-04    0.567 0.571410    
## PC823       -3.404e-04  2.557e-04   -1.331 0.184424    
## PC824        6.493e-04  2.882e-04    2.253 0.025139 *  
## PC825       -8.060e-05  2.576e-04   -0.313 0.754627    
## PC826       -3.546e-05  2.356e-04   -0.151 0.880462    
## PC827       -9.141e-05  2.452e-04   -0.373 0.709662    
## PC828        2.966e-04  2.494e-04    1.189 0.235468    
## PC829       -3.798e-04  2.453e-04   -1.549 0.122729    
## PC830        3.332e-04  2.473e-04    1.347 0.179087    
## PC831       -1.416e-04  2.482e-04   -0.570 0.569011    
## PC832       -4.427e-05  2.548e-04   -0.174 0.862205    
## PC833        2.938e-04  2.523e-04    1.164 0.245380    
## PC834        1.173e-04  2.562e-04    0.458 0.647346    
## PC835       -1.681e-04  2.690e-04   -0.625 0.532599    
## PC836       -1.170e-04  2.567e-04   -0.456 0.649006    
## PC837        1.221e-04  2.488e-04    0.491 0.624130    
## PC838        3.439e-04  2.446e-04    1.406 0.161001    
## PC839        2.624e-04  2.366e-04    1.109 0.268417    
## PC840       -2.185e-04  2.636e-04   -0.829 0.407881    
## PC841       -3.512e-04  2.597e-04   -1.352 0.177583    
## PC842        4.385e-04  2.673e-04    1.641 0.102132    
## PC843        1.640e-04  2.438e-04    0.673 0.501832    
## PC844        1.639e-04  2.436e-04    0.673 0.501576    
## PC845       -1.855e-04  2.663e-04   -0.697 0.486668    
## PC846        1.756e-04  2.499e-04    0.702 0.483048    
## PC847       -9.710e-06  2.655e-04   -0.037 0.970853    
## PC848        3.644e-04  2.543e-04    1.433 0.153121    
## PC849        9.788e-05  2.414e-04    0.406 0.685415    
## PC850        2.315e-05  2.357e-04    0.098 0.921827    
## PC851       -3.840e-04  2.533e-04   -1.516 0.130796    
## PC852        1.193e-04  2.527e-04    0.472 0.637452    
## PC853       -3.714e-05  2.605e-04   -0.143 0.886720    
## PC854        9.139e-05  2.602e-04    0.351 0.725686    
## PC855       -1.769e-04  2.686e-04   -0.659 0.510799    
## PC856       -1.711e-04  2.334e-04   -0.733 0.464172    
## PC857        3.951e-04  2.573e-04    1.535 0.125971    
## PC858       -6.828e-04  2.654e-04   -2.573 0.010657 *  
## PC859       -6.079e-04  2.565e-04   -2.370 0.018515 *  
## PC860       -3.564e-04  2.476e-04   -1.440 0.151231    
## PC861       -4.510e-05  2.671e-04   -0.169 0.866039    
## PC862        5.898e-04  2.522e-04    2.338 0.020139 *  
## PC863        1.187e-04  2.547e-04    0.466 0.641467    
## PC864       -2.207e-04  2.530e-04   -0.872 0.383820    
## PC865        2.341e-04  2.576e-04    0.909 0.364254    
## PC866        2.325e-04  2.718e-04    0.855 0.393130    
## PC867        9.839e-05  2.722e-04    0.361 0.718049    
## PC868        4.677e-05  2.541e-04    0.184 0.854124    
## PC869       -4.630e-04  2.553e-04   -1.813 0.071001 .  
## PC870       -1.783e-04  2.442e-04   -0.730 0.465830    
## PC871        1.123e-04  2.538e-04    0.443 0.658385    
## PC872        2.927e-05  2.577e-04    0.114 0.909661    
## PC873        1.139e-04  2.543e-04    0.448 0.654658    
## PC874        4.656e-04  2.805e-04    1.660 0.098165 .  
## PC875        2.424e-05  2.547e-04    0.095 0.924244    
## PC876       -1.732e-05  2.521e-04   -0.069 0.945278    
## PC877        2.550e-05  2.596e-04    0.098 0.921838    
## PC878       -1.946e-04  2.664e-04   -0.731 0.465723    
## PC879       -7.074e-04  2.711e-04   -2.609 0.009606 ** 
## PC880        2.865e-04  2.515e-04    1.139 0.255721    
## PC881       -4.015e-04  2.514e-04   -1.597 0.111481    
## PC882        2.012e-04  2.672e-04    0.753 0.452224    
## PC883       -1.627e-05  2.454e-04   -0.066 0.947177    
## PC884        4.105e-05  2.464e-04    0.167 0.867857    
## PC885        4.064e-04  2.584e-04    1.573 0.116976    
## PC886        3.834e-04  2.353e-04    1.630 0.104421    
## PC887       -1.380e-04  2.552e-04   -0.541 0.589147    
## PC888       -9.112e-05  2.584e-04   -0.353 0.724670    
## PC889       -2.122e-05  2.455e-04   -0.086 0.931164    
## PC890       -6.727e-04  2.485e-04   -2.707 0.007252 ** 
## PC891        1.419e-04  2.591e-04    0.548 0.584418    
## PC892       -1.451e-04  2.529e-04   -0.574 0.566698    
## PC893       -1.074e-04  2.582e-04   -0.416 0.677641    
## PC894       -3.726e-04  2.381e-04   -1.565 0.118861    
## PC895       -4.587e-06  2.517e-04   -0.018 0.985475    
## PC896        6.158e-04  2.631e-04    2.340 0.020041 *  
## PC897       -1.806e-05  2.541e-04   -0.071 0.943383    
## PC898       -2.278e-04  2.534e-04   -0.899 0.369656    
## PC899        4.817e-04  2.477e-04    1.945 0.052872 .  
## PC900        2.618e-04  2.636e-04    0.993 0.321638    
## PC901        5.418e-04  2.439e-04    2.221 0.027233 *  
## PC902       -2.945e-05  2.511e-04   -0.117 0.906728    
## PC903        4.648e-05  2.559e-04    0.182 0.856029    
## PC904       -3.518e-04  2.466e-04   -1.427 0.154874    
## PC905       -8.025e-05  2.408e-04   -0.333 0.739195    
## PC906        2.683e-04  2.453e-04    1.094 0.274992    
## PC907       -5.183e-04  2.515e-04   -2.061 0.040311 *  
## PC908        1.930e-04  2.598e-04    0.743 0.458377    
## PC909       -3.210e-05  2.793e-04   -0.115 0.908581    
## PC910        6.266e-05  2.415e-04    0.259 0.795481    
## PC911       -7.425e-06  2.509e-04   -0.030 0.976419    
## PC912       -1.453e-05  2.631e-04   -0.055 0.955983    
## PC913       -1.688e-04  2.492e-04   -0.678 0.498638    
## PC914       -2.863e-04  2.487e-04   -1.151 0.250757    
## PC915       -3.951e-04  2.607e-04   -1.516 0.130882    
## PC916        4.068e-04  2.518e-04    1.615 0.107494    
## PC917        1.167e-04  2.404e-04    0.485 0.627795    
## PC918        1.728e-04  2.408e-04    0.717 0.473758    
## PC919        4.628e-05  2.238e-04    0.207 0.836344    
## PC920       -2.040e-04  2.399e-04   -0.850 0.395868    
## PC921       -2.660e-04  2.479e-04   -1.073 0.284352    
## PC922       -3.732e-04  2.527e-04   -1.477 0.140932    
## PC923       -6.621e-04  2.486e-04   -2.663 0.008238 ** 
## PC924       -1.120e-04  2.636e-04   -0.425 0.671341    
## PC925        6.268e-04  2.532e-04    2.475 0.013959 *  
## PC926       -1.510e-05  2.585e-04   -0.058 0.953467    
## PC927        6.517e-04  2.570e-04    2.535 0.011829 *  
## PC928        1.995e-04  2.563e-04    0.778 0.437076    
## PC929       -4.416e-04  2.484e-04   -1.778 0.076664 .  
## PC930        2.092e-04  2.617e-04    0.800 0.424727    
## PC931        2.128e-04  2.491e-04    0.854 0.393870    
## PC932        3.968e-04  2.576e-04    1.540 0.124707    
## PC933       -3.338e-04  2.455e-04   -1.360 0.175138    
## PC934        1.867e-05  2.609e-04    0.072 0.943018    
## PC935        1.890e-04  2.603e-04    0.726 0.468417    
## PC936       -3.820e-04  2.542e-04   -1.503 0.134100    
## PC937       -8.047e-04  2.633e-04   -3.056 0.002480 ** 
## PC938       -5.410e-05  2.480e-04   -0.218 0.827513    
## PC939        7.743e-06  2.566e-04    0.030 0.975950    
## PC940        2.532e-04  2.665e-04    0.950 0.343051    
## PC941        2.146e-04  2.721e-04    0.789 0.430983    
## PC942       -2.361e-04  2.440e-04   -0.968 0.334160    
## PC943        9.620e-04  2.757e-04    3.489 0.000571 ***
## PC944        5.410e-04  2.554e-04    2.118 0.035105 *  
## PC945       -3.485e-04  2.514e-04   -1.386 0.166903    
## PC946        1.438e-04  2.774e-04    0.518 0.604678    
## PC947       -1.793e-04  2.643e-04   -0.678 0.498094    
## PC948       -1.079e-04  2.419e-04   -0.446 0.655939    
## PC949       -4.864e-04  2.547e-04   -1.910 0.057311 .  
## PC950       -3.882e-04  2.512e-04   -1.546 0.123433    
## PC951       -6.541e-05  2.554e-04   -0.256 0.798057    
## PC952        1.751e-04  2.698e-04    0.649 0.516854    
## PC953        2.597e-04  2.629e-04    0.988 0.324202    
## PC954       -6.189e-06  2.751e-04   -0.023 0.982066    
## PC955       -4.915e-04  2.546e-04   -1.930 0.054661 .  
## PC956        3.566e-04  2.640e-04    1.350 0.178076    
## PC957       -6.027e-05  2.473e-04   -0.244 0.807659    
## PC958        4.849e-05  2.475e-04    0.196 0.844825    
## PC959       -2.419e-05  2.649e-04   -0.091 0.927306    
## PC960        3.697e-04  2.592e-04    1.426 0.155057    
## PC961       -3.898e-04  2.717e-04   -1.435 0.152629    
## PC962        5.053e-05  2.618e-04    0.193 0.847076    
## PC963       -5.748e-04  2.552e-04   -2.252 0.025168 *  
## PC964        3.070e-06  2.673e-04    0.011 0.990845    
## PC965        2.570e-04  2.466e-04    1.042 0.298197    
## PC966       -4.318e-04  2.713e-04   -1.591 0.112745    
## PC967        1.943e-04  2.490e-04    0.780 0.435919    
## PC968        3.115e-06  2.633e-04    0.012 0.990567    
## PC969       -1.319e-04  2.475e-04   -0.533 0.594576    
## PC970        2.850e-05  2.700e-04    0.106 0.916026    
## PC971        3.483e-05  2.623e-04    0.133 0.894475    
## PC972        1.835e-04  2.420e-04    0.758 0.448909    
## PC973        3.148e-04  2.707e-04    1.163 0.245947    
## PC974        3.243e-04  2.439e-04    1.330 0.184866    
## PC975       -8.463e-05  2.801e-04   -0.302 0.762789    
## PC976       -3.938e-04  2.523e-04   -1.561 0.119793    
## PC977       -2.176e-04  2.549e-04   -0.854 0.394087    
## PC978        7.006e-05  2.594e-04    0.270 0.787302    
## PC979       -3.095e-04  2.564e-04   -1.207 0.228584    
## PC980        5.672e-04  2.709e-04    2.094 0.037296 *  
## PC981        2.786e-04  2.674e-04    1.042 0.298491    
## PC982        1.483e-04  2.587e-04    0.573 0.567005    
## PC983       -2.442e-04  2.532e-04   -0.964 0.335715    
## PC984       -2.325e-04  2.776e-04   -0.838 0.403032    
## PC985       -3.271e-05  2.534e-04   -0.129 0.897378    
## PC986       -3.404e-04  2.655e-04   -1.282 0.200912    
## PC987        1.079e-04  2.697e-04    0.400 0.689565    
## PC988       -3.553e-04  2.601e-04   -1.366 0.173080    
## PC989        6.146e-04  2.699e-04    2.277 0.023626 *  
## PC990       -3.903e-04  2.671e-04   -1.461 0.145210    
## PC991       -5.681e-05  2.639e-04   -0.215 0.829714    
## PC992        7.216e-04  2.506e-04    2.880 0.004317 ** 
## PC993        1.179e-04  2.644e-04    0.446 0.656095    
## PC994        3.120e-04  2.659e-04    1.173 0.241754    
## PC995       -3.775e-04  2.546e-04   -1.483 0.139360    
## PC996       -2.542e-05  2.441e-04   -0.104 0.917152    
## PC997        7.802e-04  2.704e-04    2.885 0.004244 ** 
## PC998       -2.089e-04  2.712e-04   -0.770 0.441914    
## PC999        6.453e-05  2.730e-04    0.236 0.813329    
## PC1000       3.284e-06  2.801e-04    0.012 0.990653    
## PC1001      -8.403e-05  2.697e-04   -0.312 0.755640    
## PC1002      -8.507e-04  2.655e-04   -3.204 0.001529 ** 
## PC1003      -1.646e-04  2.478e-04   -0.664 0.507036    
## PC1004      -6.498e-04  2.481e-04   -2.620 0.009332 ** 
## PC1005      -3.005e-04  2.670e-04   -1.126 0.261304    
## PC1006      -4.780e-05  2.525e-04   -0.189 0.850020    
## PC1007      -6.719e-05  2.556e-04   -0.263 0.792857    
## PC1008       1.103e-04  2.492e-04    0.443 0.658335    
## PC1009      -6.715e-04  2.580e-04   -2.603 0.009782 ** 
## PC1010       5.462e-04  2.580e-04    2.118 0.035186 *  
## PC1011       2.462e-05  2.262e-04    0.109 0.913411    
## PC1012       1.835e-04  2.793e-04    0.657 0.511898    
## PC1013       1.314e-04  2.385e-04    0.551 0.582121    
## PC1014      -1.559e-04  2.589e-04   -0.602 0.547681    
## PC1015       1.807e-04  2.714e-04    0.666 0.506291    
## PC1016      -5.278e-04  2.792e-04   -1.890 0.059868 .  
## PC1017      -1.204e-04  2.610e-04   -0.461 0.644990    
## PC1018      -4.095e-04  2.456e-04   -1.667 0.096716 .  
## PC1019       4.021e-04  2.454e-04    1.638 0.102622    
## PC1020       1.339e-04  2.680e-04    0.500 0.617818    
## PC1021       1.915e-04  2.410e-04    0.795 0.427560    
## PC1022      -3.581e-04  2.656e-04   -1.348 0.178794    
## PC1023      -5.467e-05  2.479e-04   -0.221 0.825638    
## PC1024      -9.439e-06  2.457e-04   -0.038 0.969390    
## PC1025       9.344e-06  2.535e-04    0.037 0.970628    
## PC1026      -2.260e-04  2.573e-04   -0.878 0.380706    
## PC1027       9.571e-04  2.633e-04    3.636 0.000335 ***
## PC1028       1.403e-04  2.335e-04    0.601 0.548476    
## PC1029       3.244e-04  2.725e-04    1.191 0.234943    
## PC1030       9.953e-05  2.797e-04    0.356 0.722253    
## PC1031       1.643e-04  2.552e-04    0.644 0.520090    
## PC1032      -1.960e-04  2.719e-04   -0.721 0.471743    
## PC1033      -1.755e-04  2.468e-04   -0.711 0.477754    
## PC1034       1.870e-04  2.563e-04    0.730 0.466303    
## PC1035      -1.280e-04  2.545e-04   -0.503 0.615462    
## PC1036       4.009e-05  2.526e-04    0.159 0.874047    
## PC1037      -4.067e-04  2.612e-04   -1.557 0.120679    
## PC1038      -4.149e-04  2.718e-04   -1.527 0.128083    
## PC1039       1.792e-04  2.488e-04    0.720 0.472027    
## PC1040      -3.394e-04  2.679e-04   -1.267 0.206306    
## PC1041      -1.999e-04  2.404e-04   -0.831 0.406532    
## PC1042      -1.761e-04  2.441e-04   -0.722 0.471232    
## PC1043      -2.915e-05  2.549e-04   -0.114 0.909041    
## PC1044      -9.305e-05  2.587e-04   -0.360 0.719373    
## PC1045       6.249e-04  2.446e-04    2.555 0.011196 *  
## PC1046      -1.323e-04  2.489e-04   -0.531 0.595537    
## PC1047       1.762e-04  2.757e-04    0.639 0.523451    
## PC1048       5.222e-04  2.734e-04    1.910 0.057294 .  
## PC1049      -3.973e-05  2.539e-04   -0.156 0.875787    
## PC1050       3.355e-05  2.659e-04    0.126 0.899707    
## PC1051      -9.540e-05  2.499e-04   -0.382 0.702920    
## PC1052       1.155e-04  2.604e-04    0.444 0.657747    
## PC1053      -1.643e-04  2.719e-04   -0.604 0.546137    
## PC1054       4.670e-05  2.483e-04    0.188 0.850957    
## PC1055       2.882e-04  2.478e-04    1.163 0.245981    
## PC1056      -2.298e-04  2.460e-04   -0.934 0.351086    
## PC1057       1.704e-04  2.465e-04    0.691 0.490109    
## PC1058      -3.021e-04  2.544e-04   -1.188 0.236105    
## PC1059      -2.383e-04  2.530e-04   -0.942 0.347234    
## PC1060      -5.130e-04  2.741e-04   -1.872 0.062388 .  
## PC1061       8.754e-05  2.711e-04    0.323 0.747008    
## PC1062      -6.239e-05  2.526e-04   -0.247 0.805073    
## PC1063       1.105e-04  2.442e-04    0.453 0.651245    
## PC1064      -3.724e-04  2.557e-04   -1.456 0.146580    
## PC1065       1.779e-04  2.542e-04    0.700 0.484731    
## PC1066       2.561e-04  2.466e-04    1.039 0.299959    
## PC1067      -2.471e-04  2.607e-04   -0.948 0.344137    
## PC1068       8.560e-05  2.593e-04    0.330 0.741619    
## PC1069      -4.012e-04  2.650e-04   -1.514 0.131372    
## PC1070       4.668e-05  2.470e-04    0.189 0.850267    
## PC1071       4.092e-04  2.388e-04    1.714 0.087810 .  
## PC1072      -4.897e-04  2.722e-04   -1.799 0.073227 .  
## PC1073       6.966e-04  2.645e-04    2.634 0.008960 ** 
## PC1074       6.972e-04  2.597e-04    2.684 0.007749 ** 
## PC1075       4.610e-04  2.607e-04    1.768 0.078255 .  
## PC1076       4.495e-04  2.590e-04    1.736 0.083851 .  
## PC1077      -3.334e-04  2.493e-04   -1.338 0.182176    
## PC1078       6.619e-04  2.704e-04    2.448 0.015040 *  
## PC1079      -2.689e-04  2.677e-04   -1.004 0.316108    
## PC1080       5.496e-05  2.554e-04    0.215 0.829778    
## PC1081      -1.271e-04  2.529e-04   -0.502 0.615774    
## PC1082       4.146e-04  2.713e-04    1.528 0.127788    
## PC1083      -2.901e-04  2.590e-04   -1.120 0.263875    
## PC1084      -2.484e-04  2.498e-04   -0.994 0.321077    
## PC1085       5.367e-04  2.612e-04    2.054 0.040967 *  
## PC1086      -3.025e-04  2.523e-04   -1.199 0.231652    
## PC1087       7.364e-05  2.688e-04    0.274 0.784327    
## PC1088       1.010e-04  2.455e-04    0.411 0.681121    
## PC1089       2.209e-04  2.816e-04    0.785 0.433460    
## PC1090      -3.772e-04  2.591e-04   -1.456 0.146681    
## PC1091      -2.950e-04  2.610e-04   -1.130 0.259481    
## PC1092       2.872e-04  2.435e-04    1.180 0.239240    
## PC1093      -2.080e-04  2.428e-04   -0.857 0.392339    
## PC1094       2.590e-04  2.539e-04    1.020 0.308643    
## PC1095      -5.138e-06  2.620e-04   -0.020 0.984368    
## PC1096       1.651e-04  2.708e-04    0.610 0.542623    
## PC1097       2.140e-04  2.633e-04    0.813 0.417093    
## PC1098       4.881e-04  2.651e-04    1.841 0.066791 .  
## PC1099       3.029e-04  2.759e-04    1.098 0.273294    
## PC1100       7.515e-05  2.490e-04    0.302 0.763006    
## PC1101      -1.679e-04  2.481e-04   -0.677 0.499266    
## PC1102      -5.479e-05  2.445e-04   -0.224 0.822882    
## PC1103       4.530e-04  2.590e-04    1.749 0.081489 .  
## PC1104       2.688e-05  2.887e-04    0.093 0.925892    
## PC1105       2.070e-04  2.666e-04    0.776 0.438238    
## PC1106      -1.992e-04  2.676e-04   -0.744 0.457478    
## PC1107      -4.938e-04  2.487e-04   -1.986 0.048160 *  
## PC1108       7.697e-05  2.450e-04    0.314 0.753624    
## PC1109      -2.736e-04  2.614e-04   -1.046 0.296344    
## PC1110      -2.578e-04  2.586e-04   -0.997 0.319655    
## PC1111      -5.562e-04  2.603e-04   -2.136 0.033609 *  
## PC1112       5.504e-04  2.709e-04    2.031 0.043256 *  
## PC1113      -2.609e-05  2.606e-04   -0.100 0.920338    
## PC1114      -4.402e-04  2.594e-04   -1.697 0.090960 .  
## PC1115       4.639e-04  2.484e-04    1.868 0.062931 .  
## PC1116       2.424e-05  2.598e-04    0.093 0.925730    
## PC1117       1.129e-04  2.605e-04    0.433 0.665106    
## PC1118      -1.485e-04  2.660e-04   -0.558 0.577201    
## PC1119      -1.576e-04  2.716e-04   -0.580 0.562221    
## PC1120      -1.248e-04  2.617e-04   -0.477 0.633843    
## PC1121       4.639e-04  2.428e-04    1.910 0.057227 .  
## PC1122      -2.987e-04  2.421e-04   -1.234 0.218366    
## PC1123      -6.683e-05  2.670e-04   -0.250 0.802537    
## PC1124       1.755e-04  2.606e-04    0.673 0.501365    
## PC1125       2.416e-04  2.579e-04    0.937 0.349677    
## PC1126      -2.545e-04  2.759e-04   -0.922 0.357206    
## PC1127      -5.816e-04  2.710e-04   -2.146 0.032807 *  
## PC1128       6.151e-05  2.377e-04    0.259 0.796019    
## PC1129       1.164e-04  2.650e-04    0.439 0.660820    
## PC1130      -1.597e-04  2.570e-04   -0.621 0.534904    
## PC1131       4.507e-04  2.574e-04    1.751 0.081147 .  
## PC1132       2.083e-04  2.564e-04    0.812 0.417324    
## PC1133       1.265e-04  2.836e-04    0.446 0.655991    
## PC1134      -2.651e-04  2.398e-04   -1.106 0.269953    
## PC1135       5.574e-04  2.767e-04    2.014 0.045054 *  
## PC1136       8.878e-06  2.612e-04    0.034 0.972913    
## PC1137       1.308e-04  2.590e-04    0.505 0.613859    
## PC1138       3.772e-04  2.806e-04    1.344 0.180052    
## PC1139      -3.350e-04  2.703e-04   -1.239 0.216400    
## PC1140      -5.582e-06  2.472e-04   -0.023 0.982000    
## PC1141      -1.180e-03  2.530e-04   -4.665 4.99e-06 ***
## PC1142       3.647e-04  2.601e-04    1.402 0.162037    
## PC1143       2.642e-04  2.561e-04    1.031 0.303311    
## PC1144      -2.905e-04  2.559e-04   -1.135 0.257447    
## PC1145      -4.629e-04  2.646e-04   -1.749 0.081509 .  
## PC1146      -2.105e-04  2.435e-04   -0.864 0.388257    
## PC1147       4.020e-04  2.364e-04    1.700 0.090276 .  
## PC1148      -1.574e-04  2.501e-04   -0.630 0.529559    
## PC1149      -8.082e-05  2.583e-04   -0.313 0.754624    
## PC1150       3.855e-04  2.514e-04    1.534 0.126370    
## PC1151       2.819e-04  2.641e-04    1.067 0.286789    
## PC1152      -2.965e-04  2.499e-04   -1.187 0.236528    
## PC1153      -1.938e-04  2.601e-04   -0.745 0.456901    
## PC1154       2.720e-04  2.575e-04    1.056 0.291886    
## PC1155      -2.263e-04  2.536e-04   -0.892 0.373007    
## PC1156      -6.780e-06  2.693e-04   -0.025 0.979930    
## PC1157       1.808e-04  2.670e-04    0.677 0.498974    
## PC1158       1.419e-04  2.697e-04    0.526 0.599349    
## PC1159      -2.453e-04  2.695e-04   -0.910 0.363516    
## PC1160      -4.575e-04  2.691e-04   -1.701 0.090245 .  
## PC1161       2.529e-04  2.686e-04    0.942 0.347287    
## PC1162       6.206e-04  2.608e-04    2.380 0.018061 *  
## PC1163      -3.084e-04  2.432e-04   -1.268 0.205935    
## PC1164      -3.744e-04  2.521e-04   -1.485 0.138673    
## PC1165       1.152e-04  2.586e-04    0.445 0.656461    
## PC1166       2.610e-04  2.758e-04    0.947 0.344746    
## PC1167       7.480e-04  2.831e-04    2.642 0.008747 ** 
## PC1168       1.395e-04  2.618e-04    0.533 0.594732    
## PC1169       5.442e-04  2.548e-04    2.136 0.033645 *  
## PC1170      -4.059e-04  2.831e-04   -1.434 0.152934    
## PC1171       6.082e-04  2.607e-04    2.333 0.020432 *  
## PC1172      -1.311e-04  2.598e-04   -0.505 0.614341    
## PC1173       2.057e-04  2.596e-04    0.792 0.428824    
## PC1174      -3.339e-04  2.780e-04   -1.201 0.230840    
## PC1175       2.327e-04  2.653e-04    0.877 0.381142    
## PC1176       4.009e-04  2.484e-04    1.614 0.107723    
## PC1177       6.005e-04  2.511e-04    2.392 0.017508 *  
## PC1178      -4.884e-04  2.446e-04   -1.997 0.046874 *  
## PC1179       1.203e-04  2.912e-04    0.413 0.679926    
## PC1180       2.845e-05  2.703e-04    0.105 0.916258    
## PC1181      -2.502e-04  2.492e-04   -1.004 0.316337    
## PC1182      -4.134e-04  2.558e-04   -1.616 0.107302    
## PC1183      -2.802e-04  2.889e-04   -0.970 0.332943    
## PC1184       1.297e-04  2.543e-04    0.510 0.610363    
## PC1185       5.621e-04  2.610e-04    2.154 0.032201 *  
## PC1186       2.132e-05  2.718e-04    0.078 0.937529    
## PC1187      -2.640e-04  2.697e-04   -0.979 0.328675    
## PC1188      -3.201e-05  2.571e-04   -0.124 0.901029    
## PC1189       5.191e-04  2.764e-04    1.878 0.061534 .  
## PC1190      -3.429e-04  2.534e-04   -1.353 0.177305    
## PC1191      -1.046e-04  2.492e-04   -0.420 0.675045    
## PC1192      -1.094e-04  2.668e-04   -0.410 0.681973    
## PC1193       4.786e-04  2.631e-04    1.819 0.070071 .  
## PC1194      -3.370e-04  2.626e-04   -1.283 0.200586    
## PC1195       5.152e-04  2.474e-04    2.083 0.038281 *  
## PC1196      -1.307e-04  2.683e-04   -0.487 0.626479    
## PC1197       4.201e-04  2.414e-04    1.740 0.083070 .  
## PC1198      -3.370e-05  2.598e-04   -0.130 0.896890    
## PC1199      -2.353e-04  2.705e-04   -0.870 0.385366    
## PC1200      -2.136e-04  2.615e-04   -0.817 0.414839    
## PC1201       4.454e-04  2.541e-04    1.753 0.080799 .  
## PC1202      -2.648e-04  2.395e-04   -1.106 0.269866    
## PC1203      -1.500e-04  2.762e-04   -0.543 0.587654    
## PC1204      -3.142e-04  2.593e-04   -1.212 0.226828    
## PC1205      -4.583e-05  2.680e-04   -0.171 0.864343    
## PC1206      -3.074e-04  2.687e-04   -1.144 0.253808    
## PC1207      -2.488e-04  2.582e-04   -0.964 0.336207    
## PC1208      -3.885e-05  2.689e-04   -0.145 0.885216    
## PC1209      -2.148e-04  2.641e-04   -0.813 0.416915    
## PC1210      -3.486e-04  2.926e-04   -1.191 0.234719    
## PC1211      -1.080e-06  2.606e-04   -0.004 0.996697    
## PC1212      -2.529e-04  2.445e-04   -1.034 0.301950    
## PC1213      -1.342e-04  2.784e-04   -0.482 0.630119    
## PC1214       3.288e-04  2.776e-04    1.185 0.237315    
## PC1215       6.463e-04  2.586e-04    2.499 0.013098 *  
## PC1216      -1.749e-04  2.736e-04   -0.639 0.523204    
## PC1217      -3.031e-04  2.798e-04   -1.083 0.279670    
## PC1218       8.639e-05  2.564e-04    0.337 0.736471    
## PC1219      -7.675e-04  2.810e-04   -2.731 0.006750 ** 
## PC1220       4.694e-05  2.638e-04    0.178 0.858921    
## PC1221      -9.543e-06  2.629e-04   -0.036 0.971070    
## PC1222      -2.175e-04  2.793e-04   -0.779 0.436852    
## PC1223       4.685e-04  2.813e-04    1.665 0.097132 .  
## PC1224      -3.415e-04  2.840e-04   -1.202 0.230373    
## PC1225       6.546e-05  2.866e-04    0.228 0.819521    
## PC1226       2.994e-04  2.792e-04    1.072 0.284702    
## PC1227       1.837e-05  2.617e-04    0.070 0.944105    
## PC1228       3.052e-04  2.641e-04    1.156 0.248967    
## PC1229      -2.950e-04  2.494e-04   -1.183 0.238011    
## PC1230      -3.589e-04  2.737e-04   -1.312 0.190870    
## PC1231      -2.233e-04  2.638e-04   -0.846 0.398185    
## PC1232       1.661e-04  2.591e-04    0.641 0.521998    
## PC1233      -5.181e-05  2.793e-04   -0.185 0.853007    
## PC1234       1.528e-04  2.595e-04    0.589 0.556502    
## PC1235      -4.276e-04  2.574e-04   -1.661 0.097912 .  
## PC1236       8.970e-04  2.818e-04    3.184 0.001636 ** 
## PC1237       6.634e-05  2.516e-04    0.264 0.792195    
## PC1238      -3.305e-04  2.498e-04   -1.323 0.186961    
## PC1239      -4.220e-04  2.616e-04   -1.613 0.107959    
## PC1240       1.767e-04  2.645e-04    0.668 0.504827    
## PC1241      -7.284e-05  2.549e-04   -0.286 0.775299    
## PC1242       1.175e-04  2.543e-04    0.462 0.644364    
## PC1243      -2.782e-04  2.678e-04   -1.039 0.299864    
## PC1244      -3.780e-04  2.554e-04   -1.480 0.140067    
## PC1245      -6.974e-04  2.625e-04   -2.656 0.008396 ** 
## PC1246       2.695e-04  2.750e-04    0.980 0.328008    
## PC1247      -8.949e-05  2.730e-04   -0.328 0.743375    
## PC1248       3.665e-04  2.530e-04    1.449 0.148623    
## PC1249       4.416e-04  2.793e-04    1.581 0.115181    
## PC1250       2.557e-04  2.653e-04    0.964 0.335947    
## PC1251       1.309e-04  2.711e-04    0.483 0.629735    
## PC1252      -2.082e-04  2.646e-04   -0.787 0.432190    
## PC1253       2.085e-05  2.462e-04    0.085 0.932563    
## PC1254      -2.036e-04  2.629e-04   -0.774 0.439358    
## PC1255      -1.938e-04  2.586e-04   -0.749 0.454416    
## PC1256      -1.547e-04  2.465e-04   -0.628 0.530716    
## PC1257       2.198e-04  2.625e-04    0.837 0.403207    
## PC1258      -1.209e-04  2.531e-04   -0.478 0.633380    
## PC1259       2.744e-05  2.587e-04    0.106 0.915593    
## PC1260       3.026e-04  2.742e-04    1.104 0.270809    
## PC1261       3.904e-04  2.770e-04    1.409 0.159925    
## PC1262      -8.908e-05  2.698e-04   -0.330 0.741509    
## PC1263       1.751e-04  2.751e-04    0.637 0.524977    
## PC1264      -8.369e-05  2.649e-04   -0.316 0.752298    
## PC1265      -8.929e-05  2.703e-04   -0.330 0.741454    
## PC1266       1.284e-04  2.591e-04    0.496 0.620645    
## PC1267       2.831e-04  2.726e-04    1.039 0.299999    
## PC1268      -4.008e-04  2.678e-04   -1.496 0.135787    
## PC1269      -1.927e-04  2.692e-04   -0.716 0.474797    
## PC1270      -1.967e-04  2.579e-04   -0.763 0.446465    
## PC1271      -6.210e-04  2.697e-04   -2.302 0.022124 *  
## PC1272      -1.433e-05  2.667e-04   -0.054 0.957198    
## PC1273       5.116e-04  2.502e-04    2.045 0.041925 *  
## PC1274      -1.226e-04  2.816e-04   -0.435 0.663626    
## PC1275      -5.562e-04  2.817e-04   -1.974 0.049429 *  
## PC1276       2.094e-04  2.792e-04    0.750 0.454028    
## PC1277       3.063e-04  2.524e-04    1.213 0.226128    
## PC1278       3.118e-04  2.609e-04    1.195 0.233165    
## PC1279       4.989e-05  2.472e-04    0.202 0.840216    
## PC1280      -1.275e-04  2.572e-04   -0.496 0.620634    
## PC1281       2.054e-04  2.681e-04    0.766 0.444425    
## PC1282       3.196e-04  2.441e-04    1.309 0.191731    
## PC1283       2.213e-04  2.655e-04    0.834 0.405243    
## PC1284      -3.200e-04  2.636e-04   -1.214 0.225836    
## PC1285      -3.467e-04  2.549e-04   -1.360 0.175077    
## PC1286      -1.232e-04  2.888e-04   -0.426 0.670170    
## PC1287       2.496e-04  2.579e-04    0.968 0.334173    
## PC1288      -3.706e-04  2.863e-04   -1.294 0.196722    
## PC1289       6.899e-04  2.486e-04    2.775 0.005936 ** 
## PC1290       1.109e-04  2.610e-04    0.425 0.671295    
## PC1291      -8.390e-04  2.553e-04   -3.286 0.001161 ** 
## PC1292       4.639e-04  2.749e-04    1.688 0.092731 .  
## PC1293      -1.491e-04  2.500e-04   -0.596 0.551399    
## PC1294       6.317e-05  2.660e-04    0.237 0.812494    
## PC1295       4.197e-04  2.563e-04    1.637 0.102800    
## PC1296      -2.528e-05  2.701e-04   -0.094 0.925502    
## PC1297      -2.189e-05  2.659e-04   -0.082 0.934444    
## PC1298       1.401e-04  2.497e-04    0.561 0.575186    
## PC1299      -2.948e-04  2.809e-04   -1.050 0.294908    
## PC1300      -3.701e-04  2.830e-04   -1.308 0.192122    
## PC1301      -4.629e-04  2.591e-04   -1.787 0.075192 .  
## PC1302       1.779e-04  2.658e-04    0.669 0.503955    
## PC1303      -2.393e-04  2.652e-04   -0.902 0.367696    
## PC1304      -2.699e-05  2.890e-04   -0.093 0.925667    
## PC1305      -1.465e-04  2.651e-04   -0.553 0.580974    
## PC1306       5.424e-05  2.669e-04    0.203 0.839113    
## PC1307       2.585e-04  2.613e-04    0.989 0.323540    
## PC1308      -3.914e-04  2.579e-04   -1.517 0.130448    
## PC1309       1.056e-04  2.438e-04    0.433 0.665367    
## PC1310      -3.635e-05  2.785e-04   -0.131 0.896272    
## PC1311       5.438e-04  2.794e-04    1.946 0.052750 .  
## PC1312       2.163e-04  2.655e-04    0.815 0.415969    
## PC1313      -4.860e-05  2.565e-04   -0.189 0.849879    
## PC1314      -1.520e-04  2.771e-04   -0.548 0.583959    
## PC1315       9.547e-05  2.775e-04    0.344 0.731080    
## PC1316       5.267e-04  2.784e-04    1.892 0.059653 .  
## PC1317      -1.222e-05  2.688e-04   -0.045 0.963776    
## PC1318       5.495e-04  2.542e-04    2.162 0.031575 *  
## PC1319       5.425e-04  2.682e-04    2.023 0.044172 *  
## PC1320      -6.432e-05  2.543e-04   -0.253 0.800493    
## PC1321       1.481e-04  2.553e-04    0.580 0.562287    
## PC1322      -1.144e-04  2.901e-04   -0.394 0.693804    
## PC1323      -3.916e-04  2.558e-04   -1.531 0.127041    
## PC1324       2.452e-04  2.575e-04    0.952 0.341847    
## PC1325      -9.696e-05  2.500e-04   -0.388 0.698477    
## PC1326       2.948e-06  2.667e-04    0.011 0.991187    
## PC1327      -2.495e-04  2.444e-04   -1.021 0.308226    
## PC1328       1.853e-04  2.761e-04    0.671 0.502848    
## PC1329      -4.653e-05  2.660e-04   -0.175 0.861282    
## PC1330       3.545e-05  2.463e-04    0.144 0.885664    
## PC1331       1.126e-05  2.701e-04    0.042 0.966788    
## PC1332       4.482e-05  2.603e-04    0.172 0.863413    
## PC1333       2.712e-04  2.521e-04    1.076 0.283042    
## PC1334      -3.242e-04  2.531e-04   -1.281 0.201394    
## PC1335       1.174e-04  2.659e-04    0.442 0.659127    
## PC1336      -4.800e-04  2.564e-04   -1.872 0.062376 .  
## PC1337       1.385e-04  2.579e-04    0.537 0.591734    
## PC1338      -7.427e-04  2.664e-04   -2.788 0.005699 ** 
## PC1339      -6.352e-04  2.672e-04   -2.378 0.018163 *  
## PC1340       5.054e-04  2.716e-04    1.861 0.063908 .  
## PC1341      -9.159e-05  2.737e-04   -0.335 0.738149    
## PC1342      -1.007e-04  2.620e-04   -0.384 0.701108    
## PC1343      -1.987e-04  2.546e-04   -0.780 0.435911    
## PC1344       3.010e-04  2.678e-04    1.124 0.262050    
## PC1345       3.499e-04  2.679e-04    1.306 0.192627    
## PC1346       2.195e-05  2.647e-04    0.083 0.933983    
## PC1347       2.063e-04  2.846e-04    0.725 0.469147    
## PC1348      -2.558e-04  2.673e-04   -0.957 0.339571    
## PC1349       1.083e-04  2.717e-04    0.398 0.690607    
## PC1350       2.722e-04  2.509e-04    1.085 0.278894    
## PC1351       2.100e-04  2.578e-04    0.815 0.415982    
## PC1352       2.162e-04  2.700e-04    0.801 0.424119    
## PC1353       2.919e-04  2.628e-04    1.111 0.267742    
## PC1354      -2.995e-04  2.794e-04   -1.072 0.284823    
## PC1355      -5.212e-04  2.653e-04   -1.964 0.050588 .  
## PC1356      -2.836e-04  2.563e-04   -1.107 0.269528    
## PC1357      -6.886e-04  2.555e-04   -2.695 0.007500 ** 
## PC1358       6.498e-04  2.745e-04    2.367 0.018671 *  
## PC1359      -2.228e-04  2.646e-04   -0.842 0.400610    
## PC1360      -2.921e-04  2.588e-04   -1.129 0.260025    
## PC1361      -8.971e-05  2.633e-04   -0.341 0.733616    
## PC1362       7.113e-05  2.476e-04    0.287 0.774092    
## PC1363      -1.469e-04  2.718e-04   -0.540 0.589521    
## PC1364       5.534e-04  2.721e-04    2.034 0.043028 *  
## PC1365      -1.866e-04  2.547e-04   -0.733 0.464363    
## PC1366       1.096e-04  2.779e-04    0.394 0.693562    
## PC1367       8.159e-05  2.835e-04    0.288 0.773770    
## PC1368      -1.040e-04  2.719e-04   -0.383 0.702338    
## PC1369      -6.245e-05  2.815e-04   -0.222 0.824626    
## PC1370      -7.974e-05  2.369e-04   -0.337 0.736676    
## PC1371      -4.055e-04  2.780e-04   -1.459 0.145892    
## PC1372      -3.292e-04  2.659e-04   -1.238 0.216900    
## PC1373      -4.021e-05  2.599e-04   -0.155 0.877161    
## PC1374       2.112e-04  2.594e-04    0.814 0.416162    
## PC1375      -2.677e-05  2.523e-04   -0.106 0.915579    
## PC1376      -9.164e-05  2.802e-04   -0.327 0.743910    
## PC1377      -7.249e-05  2.541e-04   -0.285 0.775613    
## PC1378       5.908e-04  2.680e-04    2.205 0.028371 *  
## PC1379       2.975e-04  2.846e-04    1.045 0.296791    
## PC1380       1.012e-04  2.742e-04    0.369 0.712501    
## PC1381       2.447e-04  2.585e-04    0.947 0.344693    
## PC1382      -8.553e-04  2.692e-04   -3.177 0.001673 ** 
## PC1383      -2.511e-04  2.656e-04   -0.945 0.345394    
## PC1384       8.556e-05  2.785e-04    0.307 0.758943    
## PC1385      -2.553e-04  2.745e-04   -0.930 0.353234    
## PC1386       2.146e-04  2.691e-04    0.797 0.425939    
## PC1387       4.018e-04  2.765e-04    1.453 0.147391    
## PC1388      -3.447e-04  2.678e-04   -1.287 0.199143    
## PC1389      -6.401e-04  2.679e-04   -2.389 0.017618 *  
## PC1390       2.689e-04  2.653e-04    1.014 0.311707    
## PC1391      -5.532e-04  2.552e-04   -2.167 0.031128 *  
## PC1392      -4.259e-04  2.714e-04   -1.569 0.117815    
## PC1393      -3.647e-04  2.589e-04   -1.409 0.160169    
## PC1394      -7.138e-05  2.630e-04   -0.271 0.786274    
## PC1395      -6.551e-04  2.780e-04   -2.357 0.019197 *  
## PC1396       5.652e-05  2.666e-04    0.212 0.832278    
## PC1397      -1.992e-04  2.724e-04   -0.731 0.465422    
## PC1398      -3.287e-04  2.696e-04   -1.219 0.223839    
## PC1399      -4.925e-05  2.409e-04   -0.204 0.838194    
## PC1400      -2.037e-04  2.653e-04   -0.768 0.443197    
## PC1401      -8.348e-05  2.756e-04   -0.303 0.762222    
## PC1402      -2.009e-04  2.569e-04   -0.782 0.434965    
## PC1403       4.381e-04  2.720e-04    1.611 0.108452    
## PC1404       3.684e-04  2.600e-04    1.417 0.157743    
## PC1405      -1.926e-04  2.751e-04   -0.700 0.484390    
## PC1406       3.142e-04  2.537e-04    1.238 0.216769    
## PC1407       2.190e-04  2.592e-04    0.845 0.399095    
## PC1408       3.003e-04  2.888e-04    1.040 0.299421    
## PC1409      -2.408e-04  2.828e-04   -0.851 0.395333    
## PC1410       2.090e-04  2.626e-04    0.796 0.426899    
## PC1411      -1.991e-04  2.936e-04   -0.678 0.498218    
## PC1412       1.046e-04  2.586e-04    0.404 0.686299    
## PC1413      -5.628e-04  2.697e-04   -2.086 0.037938 *  
## PC1414       2.715e-04  2.655e-04    1.022 0.307520    
## PC1415       2.177e-05  2.810e-04    0.077 0.938313    
## PC1416      -3.849e-04  2.620e-04   -1.469 0.143106    
## PC1417       4.474e-04  2.601e-04    1.720 0.086623 .  
## PC1418      -3.363e-05  2.770e-04   -0.121 0.903461    
## PC1419       4.504e-05  2.602e-04    0.173 0.862731    
## PC1420      -6.372e-04  2.538e-04   -2.511 0.012668 *  
## PC1421       1.576e-05  2.650e-04    0.059 0.952616    
## PC1422      -3.010e-04  2.664e-04   -1.130 0.259716    
## PC1423      -3.308e-04  2.983e-04   -1.109 0.268560    
## PC1424      -3.662e-04  2.780e-04   -1.317 0.188896    
## PC1425       2.480e-04  2.665e-04    0.930 0.353058    
## PC1426       2.199e-04  2.661e-04    0.827 0.409273    
## PC1427       5.365e-04  2.548e-04    2.105 0.036249 *  
## PC1428      -3.887e-04  2.688e-04   -1.446 0.149418    
## PC1429      -3.106e-04  2.768e-04   -1.122 0.262877    
## PC1430      -1.511e-04  2.645e-04   -0.571 0.568277    
## PC1431       5.091e-06  2.601e-04    0.020 0.984399    
## PC1432      -5.309e-04  2.828e-04   -1.877 0.061642 .  
## PC1433      -8.054e-05  2.547e-04   -0.316 0.752117    
## PC1434      -5.789e-04  2.733e-04   -2.118 0.035110 *  
## PC1435       1.602e-04  2.761e-04    0.580 0.562421    
## PC1436       2.614e-04  2.648e-04    0.987 0.324528    
## PC1437      -6.454e-04  2.559e-04   -2.522 0.012272 *  
## PC1438       9.467e-05  2.721e-04    0.348 0.728215    
## PC1439      -8.195e-05  2.691e-04   -0.305 0.760946    
## PC1440      -1.140e-04  2.872e-04   -0.397 0.691621    
## PC1441      -6.236e-04  2.724e-04   -2.289 0.022903 *  
## PC1442      -1.212e-04  2.453e-04   -0.494 0.621792    
## PC1443       1.195e-04  2.600e-04    0.460 0.646020    
## PC1444      -2.443e-04  2.832e-04   -0.863 0.389175    
## PC1445      -5.291e-04  2.723e-04   -1.943 0.053064 .  
## PC1446      -4.022e-05  2.549e-04   -0.158 0.874746    
## PC1447       1.417e-04  2.807e-04    0.505 0.614238    
## PC1448       8.978e-04  2.719e-04    3.302 0.001098 ** 
## PC1449       3.043e-05  2.582e-04    0.118 0.906270    
## PC1450      -1.246e-04  2.801e-04   -0.445 0.656926    
## PC1451      -8.075e-04  2.828e-04   -2.855 0.004661 ** 
## PC1452      -2.068e-04  2.762e-04   -0.749 0.454717    
## PC1453       3.682e-04  2.753e-04    1.337 0.182349    
## PC1454      -5.354e-04  2.838e-04   -1.887 0.060358 .  
## PC1455      -1.778e-04  2.768e-04   -0.642 0.521315    
## PC1456       1.330e-04  2.562e-04    0.519 0.604147    
## PC1457      -3.636e-04  2.632e-04   -1.382 0.168334    
## PC1458      -2.829e-04  2.735e-04   -1.034 0.301977    
## PC1459      -4.882e-05  2.791e-04   -0.175 0.861298    
## PC1460      -2.171e-04  2.824e-04   -0.769 0.442789    
## PC1461      -1.298e-04  2.708e-04   -0.479 0.632113    
## PC1462      -5.908e-04  2.671e-04   -2.212 0.027882 *  
## PC1463       4.299e-04  2.804e-04    1.533 0.126522    
## PC1464       1.028e-04  2.656e-04    0.387 0.698968    
## PC1465      -4.301e-04  2.578e-04   -1.668 0.096470 .  
## PC1466       3.905e-04  2.651e-04    1.473 0.141863    
## PC1467      -5.321e-04  2.629e-04   -2.024 0.043998 *  
## PC1468       1.128e-04  2.823e-04    0.400 0.689815    
## PC1469      -1.905e-05  2.651e-04   -0.072 0.942784    
## PC1470      -1.700e-04  2.490e-04   -0.683 0.495329    
## PC1471      -3.086e-04  2.580e-04   -1.196 0.232839    
## PC1472      -5.027e-05  2.892e-04   -0.174 0.862164    
## PC1473       1.271e-04  2.830e-04    0.449 0.653671    
## PC1474      -5.553e-04  2.763e-04   -2.009 0.045563 *  
## PC1475      -2.152e-04  2.667e-04   -0.807 0.420322    
## PC1476       4.093e-04  2.667e-04    1.535 0.126079    
## PC1477       6.747e-04  2.825e-04    2.388 0.017663 *  
## PC1478      -2.598e-04  2.932e-04   -0.886 0.376532    
## PC1479       2.017e-04  2.652e-04    0.760 0.447732    
## PC1480       6.362e-04  2.581e-04    2.465 0.014352 *  
## PC1481       5.138e-04  2.785e-04    1.845 0.066220 .  
## PC1482       1.991e-05  2.420e-04    0.082 0.934496    
## PC1483      -5.366e-04  2.607e-04   -2.058 0.040614 *  
## PC1484       1.527e-04  2.622e-04    0.582 0.560929    
## PC1485      -5.176e-04  2.634e-04   -1.965 0.050464 .  
## PC1486      -1.588e-05  2.642e-04   -0.060 0.952113    
## PC1487       5.300e-04  2.780e-04    1.906 0.057721 .  
## PC1488      -7.409e-05  2.778e-04   -0.267 0.789892    
## PC1489       5.063e-04  2.636e-04    1.921 0.055873 .  
## PC1490      -2.066e-04  2.773e-04   -0.745 0.456832    
## PC1491       2.290e-04  2.819e-04    0.812 0.417357    
## PC1492      -4.484e-05  2.802e-04   -0.160 0.873001    
## PC1493      -1.740e-04  2.814e-04   -0.618 0.536837    
## PC1494       1.013e-04  2.707e-04    0.374 0.708658    
## PC1495       4.561e-04  2.579e-04    1.768 0.078184 .  
## PC1496      -7.574e-05  2.808e-04   -0.270 0.787607    
## PC1497      -2.055e-04  2.775e-04   -0.741 0.459626    
## PC1498       7.065e-04  2.760e-04    2.560 0.011051 *  
## PC1499      -6.773e-04  2.620e-04   -2.585 0.010289 *  
## PC1500       1.880e-05  2.684e-04    0.070 0.944205    
## PC1501       1.502e-04  2.619e-04    0.574 0.566673    
## PC1502      -9.745e-05  2.627e-04   -0.371 0.711006    
## PC1503       1.448e-04  2.370e-04    0.611 0.541822    
## PC1504       3.273e-05  2.529e-04    0.129 0.897124    
## PC1505       6.577e-04  2.545e-04    2.584 0.010328 *  
## PC1506      -1.825e-04  2.658e-04   -0.687 0.492979    
## PC1507       1.356e-04  2.892e-04    0.469 0.639489    
## PC1508      -1.544e-04  2.791e-04   -0.553 0.580469    
## PC1509       2.659e-04  2.802e-04    0.949 0.343553    
## PC1510      -2.383e-04  2.675e-04   -0.891 0.374001    
## PC1511       9.871e-05  2.675e-04    0.369 0.712463    
## PC1512      -1.292e-04  2.786e-04   -0.464 0.643288    
## PC1513       3.116e-04  2.740e-04    1.137 0.256536    
## PC1514       8.034e-05  2.697e-04    0.298 0.766047    
## PC1515       2.284e-04  2.711e-04    0.843 0.400245    
## PC1516      -2.367e-04  2.762e-04   -0.857 0.392285    
## PC1517      -6.390e-04  2.729e-04   -2.342 0.019979 *  
## PC1518      -1.716e-04  2.708e-04   -0.634 0.526951    
## PC1519       2.712e-04  2.634e-04    1.030 0.304188    
## PC1520      -2.877e-04  2.503e-04   -1.150 0.251394    
## PC1521      -1.259e-05  2.655e-04   -0.047 0.962210    
## PC1522      -5.626e-04  2.578e-04   -2.182 0.030014 *  
## PC1523      -3.341e-04  2.861e-04   -1.168 0.244031    
## PC1524      -3.852e-04  2.619e-04   -1.471 0.142514    
## PC1525      -3.787e-04  2.567e-04   -1.475 0.141345    
## PC1526      -3.397e-04  2.778e-04   -1.223 0.222560    
## PC1527      -2.067e-04  2.791e-04   -0.741 0.459653    
## PC1528       4.949e-04  2.722e-04    1.818 0.070228 .  
## PC1529      -7.075e-06  2.755e-04   -0.026 0.979529    
## PC1530      -9.881e-06  2.684e-04   -0.037 0.970658    
## PC1531       4.067e-04  2.738e-04    1.485 0.138668    
## PC1532      -1.225e-04  2.579e-04   -0.475 0.635114    
## PC1533       1.131e-04  2.631e-04    0.430 0.667746    
## PC1534      -1.705e-04  2.841e-04   -0.600 0.548912    
## PC1535      -7.823e-04  2.495e-04   -3.136 0.001915 ** 
## PC1536      -4.880e-04  2.865e-04   -1.703 0.089741 .  
## PC1537       6.336e-05  2.645e-04    0.240 0.810911    
## PC1538      -6.412e-05  2.666e-04   -0.241 0.810116    
## PC1539      -5.097e-04  2.831e-04   -1.800 0.073026 .  
## PC1540       7.009e-05  2.622e-04    0.267 0.789439    
## PC1541      -2.496e-04  2.638e-04   -0.946 0.344952    
## PC1542      -1.876e-04  2.641e-04   -0.710 0.478064    
## PC1543       2.314e-04  2.729e-04    0.848 0.397106    
## PC1544       3.725e-04  2.931e-04    1.271 0.205012    
## PC1545       4.453e-04  2.765e-04    1.611 0.108496    
## PC1546      -2.416e-04  2.851e-04   -0.848 0.397498    
## PC1547      -2.485e-04  2.777e-04   -0.895 0.371658    
## PC1548       2.071e-05  2.710e-04    0.076 0.939137    
## PC1549      -3.333e-04  2.614e-04   -1.275 0.203502    
## PC1550      -6.112e-05  2.656e-04   -0.230 0.818177    
## PC1551      -2.320e-04  2.665e-04   -0.870 0.384910    
## PC1552      -3.178e-04  2.736e-04   -1.161 0.246576    
## PC1553      -2.061e-04  2.814e-04   -0.732 0.464644    
## PC1554       5.872e-05  2.714e-04    0.216 0.828918    
## PC1555      -5.039e-06  2.891e-04   -0.017 0.986104    
## PC1556       1.470e-04  2.719e-04    0.541 0.589217    
## PC1557      -7.327e-05  2.820e-04   -0.260 0.795229    
## PC1558      -5.364e-05  2.686e-04   -0.200 0.841847    
## PC1559       5.009e-05  2.891e-04    0.173 0.862587    
## PC1560       4.411e-05  2.714e-04    0.163 0.871018    
## PC1561       5.562e-05  2.973e-04    0.187 0.851729    
## PC1562       2.457e-04  2.882e-04    0.853 0.394610    
## PC1563      -7.465e-04  2.754e-04   -2.710 0.007177 ** 
## PC1564      -1.929e-04  2.588e-04   -0.745 0.456713    
## PC1565      -2.794e-05  2.681e-04   -0.104 0.917098    
## PC1566      -1.404e-04  2.729e-04   -0.515 0.607243    
## PC1567       7.272e-05  2.706e-04    0.269 0.788375    
## PC1568       3.405e-04  2.597e-04    1.311 0.190920    
## PC1569      -9.959e-04  2.758e-04   -3.611 0.000368 ***
## PC1570       5.976e-04  2.585e-04    2.312 0.021595 *  
## PC1571       6.999e-04  2.605e-04    2.687 0.007693 ** 
## PC1572       3.761e-04  2.972e-04    1.265 0.206891    
## PC1573      -2.727e-04  2.906e-04   -0.938 0.348888    
## PC1574       1.598e-04  2.865e-04    0.558 0.577476    
## PC1575      -2.273e-04  2.969e-04   -0.765 0.444716    
## PC1576       1.518e-04  2.860e-04    0.531 0.595978    
## PC1577      -2.872e-04  2.609e-04   -1.101 0.271941    
## PC1578      -2.123e-04  2.788e-04   -0.761 0.447193    
## PC1579      -6.080e-04  2.464e-04   -2.468 0.014245 *  
## PC1580      -7.388e-04  2.658e-04   -2.780 0.005845 ** 
## PC1581      -6.134e-04  2.810e-04   -2.183 0.029963 *  
## PC1582      -5.954e-04  2.771e-04   -2.149 0.032584 *  
## PC1583       2.319e-04  2.625e-04    0.884 0.377669    
## PC1584      -3.304e-04  2.633e-04   -1.255 0.210678    
## PC1585      -2.354e-04  2.842e-04   -0.828 0.408367    
## PC1586       2.204e-05  2.531e-04    0.087 0.930686    
## PC1587      -9.162e-05  2.534e-04   -0.362 0.717933    
## PC1588       3.029e-04  2.704e-04    1.120 0.263696    
## PC1589       2.326e-04  2.597e-04    0.896 0.371316    
## PC1590       2.284e-04  2.882e-04    0.793 0.428806    
## PC1591      -2.322e-04  2.765e-04   -0.840 0.401870    
## PC1592       1.823e-04  2.536e-04    0.719 0.472782    
## PC1593      -5.647e-04  2.681e-04   -2.106 0.036170 *  
## PC1594      -2.668e-04  2.599e-04   -1.026 0.305758    
## PC1595      -1.064e-04  2.716e-04   -0.392 0.695483    
## PC1596       4.451e-04  2.720e-04    1.636 0.103008    
## PC1597      -1.880e-04  2.918e-04   -0.644 0.519847    
## PC1598      -1.080e-04  2.748e-04   -0.393 0.694715    
## PC1599      -3.530e-04  2.816e-04   -1.254 0.211096    
## PC1600       3.548e-04  2.563e-04    1.384 0.167543    
## PC1601       1.620e-04  2.666e-04    0.608 0.543916    
## PC1602       3.167e-04  2.810e-04    1.127 0.260672    
## PC1603       8.247e-04  2.770e-04    2.977 0.003194 ** 
## PC1604      -5.979e-05  2.684e-04   -0.223 0.823898    
## PC1605      -2.503e-04  2.765e-04   -0.905 0.366267    
## PC1606      -2.012e-04  2.560e-04   -0.786 0.432608    
## PC1607       4.044e-04  2.719e-04    1.487 0.138153    
## PC1608      -5.399e-04  2.718e-04   -1.986 0.048059 *  
## PC1609      -4.284e-04  2.600e-04   -1.648 0.100601    
## PC1610       1.400e-04  2.631e-04    0.532 0.595180    
## PC1611      -8.977e-05  2.547e-04   -0.352 0.724796    
## PC1612      -2.524e-05  3.125e-04   -0.081 0.935688    
## PC1613      -8.796e-05  2.793e-04   -0.315 0.753087    
## PC1614       6.757e-04  2.789e-04    2.422 0.016120 *  
## PC1615      -3.996e-04  2.694e-04   -1.483 0.139272    
## PC1616       1.496e-04  2.529e-04    0.592 0.554650    
## PC1617      -4.934e-04  2.639e-04   -1.870 0.062676 .  
## PC1618       4.637e-04  2.724e-04    1.702 0.089929 .  
## PC1619       2.307e-04  2.801e-04    0.824 0.410918    
## PC1620      -7.418e-04  2.793e-04   -2.656 0.008416 ** 
## PC1621       5.040e-04  2.886e-04    1.747 0.081890 .  
## PC1622       1.507e-04  2.836e-04    0.531 0.595710    
## PC1623       1.158e-04  2.572e-04    0.450 0.653035    
## PC1624       1.434e-04  2.976e-04    0.482 0.630289    
## PC1625       5.861e-04  2.932e-04    1.999 0.046690 *  
## PC1626       2.809e-04  2.661e-04    1.056 0.292101    
## PC1627      -5.193e-04  2.811e-04   -1.847 0.065875 .  
## PC1628       2.366e-04  2.816e-04    0.840 0.401585    
## PC1629       7.948e-05  2.759e-04    0.288 0.773550    
## PC1630      -4.727e-04  2.882e-04   -1.640 0.102225    
## PC1631       2.456e-04  2.483e-04    0.989 0.323583    
## PC1632       6.975e-05  2.880e-04    0.242 0.808858    
## PC1633       3.552e-04  2.885e-04    1.232 0.219255    
## PC1634      -1.547e-04  2.513e-04   -0.616 0.538688    
## PC1635      -2.161e-04  2.464e-04   -0.877 0.381378    
## PC1636      -1.129e-04  2.593e-04   -0.435 0.663807    
## PC1637       3.169e-04  2.618e-04    1.210 0.227258    
## PC1638       2.264e-04  2.875e-04    0.787 0.431728    
## PC1639       8.795e-05  2.776e-04    0.317 0.751640    
## PC1640      -8.711e-04  2.798e-04   -3.113 0.002065 ** 
## PC1641       2.509e-04  2.838e-04    0.884 0.377659    
## PC1642       2.773e-04  2.738e-04    1.013 0.312216    
## PC1643       1.444e-04  2.670e-04    0.541 0.589040    
## PC1644       9.421e-05  2.806e-04    0.336 0.737361    
## PC1645      -1.050e-03  2.582e-04   -4.068 6.33e-05 ***
## PC1646       2.178e-05  2.833e-04    0.077 0.938779    
## PC1647      -6.192e-04  2.611e-04   -2.371 0.018491 *  
## PC1648       4.296e-04  2.791e-04    1.540 0.124909    
## PC1649       3.907e-04  2.719e-04    1.437 0.152068    
## PC1650       5.252e-04  2.644e-04    1.987 0.048052 *  
## PC1651       1.675e-04  2.741e-04    0.611 0.541824    
## PC1652       3.211e-04  2.809e-04    1.143 0.254094    
## PC1653      -1.966e-04  2.832e-04   -0.694 0.488141    
## PC1654       2.477e-05  2.873e-04    0.086 0.931371    
## PC1655       6.980e-04  2.631e-04    2.653 0.008473 ** 
## PC1656      -1.322e-04  2.960e-04   -0.447 0.655530    
## PC1657       1.327e-04  2.785e-04    0.476 0.634196    
## PC1658       2.740e-04  2.653e-04    1.033 0.302652    
## PC1659       2.661e-04  2.805e-04    0.949 0.343700    
## PC1660      -3.869e-04  2.723e-04   -1.421 0.156507    
## PC1661      -2.072e-04  2.633e-04   -0.787 0.431940    
## PC1662      -4.292e-04  2.867e-04   -1.497 0.135570    
## PC1663      -5.854e-04  2.779e-04   -2.106 0.036150 *  
## PC1664       9.183e-05  2.815e-04    0.326 0.744566    
## PC1665       4.625e-04  2.777e-04    1.666 0.097007 .  
## PC1666      -1.217e-04  2.571e-04   -0.473 0.636431    
## PC1667      -2.947e-04  2.808e-04   -1.049 0.295085    
## PC1668       4.640e-05  2.638e-04    0.176 0.860488    
## PC1669       1.125e-04  2.701e-04    0.417 0.677392    
## PC1670       3.546e-04  2.552e-04    1.389 0.165998    
## PC1671       6.368e-07  2.720e-04    0.002 0.998134    
## PC1672       2.777e-05  2.520e-04    0.110 0.912325    
## PC1673      -9.578e-07  2.728e-04   -0.004 0.997201    
## PC1674       3.018e-04  2.626e-04    1.149 0.251550    
## PC1675      -3.764e-04  2.740e-04   -1.373 0.170830    
## PC1676      -3.489e-04  2.700e-04   -1.292 0.197496    
## PC1677      -3.898e-05  2.864e-04   -0.136 0.891841    
## PC1678      -1.562e-04  2.608e-04   -0.599 0.549715    
## PC1679      -1.500e-04  2.714e-04   -0.553 0.580999    
## PC1680       4.273e-04  2.772e-04    1.542 0.124369    
## PC1681      -1.065e-05  2.647e-04   -0.040 0.967934    
## PC1682       1.641e-04  2.854e-04    0.575 0.565772    
## PC1683      -7.350e-05  2.605e-04   -0.282 0.778035    
## PC1684      -3.499e-04  2.745e-04   -1.275 0.203562    
## PC1685      -5.665e-04  2.560e-04   -2.213 0.027767 *  
## PC1686      -5.136e-05  2.849e-04   -0.180 0.857075    
## PC1687      -3.480e-04  2.881e-04   -1.208 0.228235    
## PC1688       3.213e-04  2.701e-04    1.190 0.235322    
## PC1689       3.056e-04  2.422e-04    1.262 0.208165    
## PC1690       7.200e-04  2.748e-04    2.620 0.009330 ** 
## PC1691       5.128e-04  2.615e-04    1.961 0.050993 .  
## PC1692       3.987e-04  2.612e-04    1.526 0.128164    
## PC1693       1.877e-04  2.661e-04    0.705 0.481245    
## PC1694      -2.275e-04  2.924e-04   -0.778 0.437389    
## PC1695       1.064e-04  2.986e-04    0.356 0.721950    
## PC1696      -8.091e-05  2.837e-04   -0.285 0.775697    
## PC1697      -4.656e-04  2.732e-04   -1.704 0.089534 .  
## PC1698       3.130e-04  2.727e-04    1.148 0.252177    
## PC1699       2.241e-05  2.653e-04    0.084 0.932762    
## PC1700      -4.558e-04  2.724e-04   -1.674 0.095425 .  
## PC1701       2.351e-04  2.836e-04    0.829 0.407917    
## PC1702      -1.178e-04  2.954e-04   -0.399 0.690317    
## PC1703       3.464e-04  2.530e-04    1.370 0.172034    
## PC1704      -5.648e-04  2.657e-04   -2.126 0.034457 *  
## PC1705      -1.703e-04  2.799e-04   -0.608 0.543408    
## PC1706       2.541e-04  2.686e-04    0.946 0.344913    
## PC1707       2.462e-05  2.727e-04    0.090 0.928146    
## PC1708      -1.212e-04  2.743e-04   -0.442 0.658948    
## PC1709       6.039e-04  2.804e-04    2.154 0.032208 *  
## PC1710      -3.559e-04  2.785e-04   -1.278 0.202406    
## PC1711       2.962e-04  2.647e-04    1.119 0.264307    
## PC1712       5.736e-05  2.746e-04    0.209 0.834721    
## PC1713       6.563e-05  2.838e-04    0.231 0.817316    
## PC1714      -5.523e-04  2.829e-04   -1.952 0.052057 .  
## PC1715       1.930e-05  2.840e-04    0.068 0.945853    
## PC1716       4.953e-04  2.986e-04    1.659 0.098322 .  
## PC1717      -2.217e-04  2.795e-04   -0.793 0.428402    
## PC1718       3.985e-04  2.865e-04    1.391 0.165451    
## PC1719       9.038e-05  2.704e-04    0.334 0.738423    
## PC1720      -1.722e-04  3.001e-04   -0.574 0.566473    
## PC1721      -4.987e-04  2.703e-04   -1.845 0.066226 .  
## PC1722      -1.861e-04  2.736e-04   -0.680 0.497001    
## PC1723       6.550e-04  2.530e-04    2.588 0.010195 *  
## PC1724      -1.898e-05  2.773e-04   -0.068 0.945485    
## PC1725      -8.641e-04  2.620e-04   -3.297 0.001115 ** 
## PC1726       4.816e-04  2.811e-04    1.713 0.087908 .  
## PC1727       5.118e-04  2.671e-04    1.916 0.056432 .  
## PC1728       1.035e-04  2.872e-04    0.360 0.718860    
## PC1729       1.612e-04  2.898e-04    0.556 0.578503    
## PC1730      -7.030e-06  2.816e-04   -0.025 0.980107    
## PC1731       7.470e-06  2.837e-04    0.026 0.979015    
## PC1732       5.203e-04  2.672e-04    1.947 0.052644 .  
## PC1733       3.609e-04  2.658e-04    1.358 0.175731    
## PC1734      -1.162e-04  2.725e-04   -0.426 0.670108    
## PC1735      -5.593e-06  2.936e-04   -0.019 0.984819    
## PC1736      -1.014e-04  2.747e-04   -0.369 0.712301    
## PC1737      -4.513e-05  2.835e-04   -0.159 0.873629    
## PC1738      -1.034e-04  2.807e-04   -0.368 0.712878    
## PC1739       5.430e-05  2.711e-04    0.200 0.841435    
## PC1740      -3.235e-04  2.703e-04   -1.197 0.232545    
## PC1741      -4.491e-04  2.706e-04   -1.660 0.098224 .  
## PC1742      -9.093e-05  2.692e-04   -0.338 0.735840    
## PC1743      -2.769e-04  2.775e-04   -0.998 0.319316    
## PC1744      -1.160e-04  2.773e-04   -0.418 0.675983    
## PC1745      -3.525e-04  2.846e-04   -1.238 0.216712    
## PC1746      -2.591e-05  2.724e-04   -0.095 0.924295    
## PC1747       4.191e-04  2.843e-04    1.474 0.141608    
## PC1748       3.697e-04  2.758e-04    1.340 0.181396    
## PC1749      -3.535e-04  2.642e-04   -1.338 0.182051    
## PC1750      -3.647e-04  2.774e-04   -1.315 0.189819    
## PC1751       7.019e-06  2.962e-04    0.024 0.981112    
## PC1752       1.651e-05  2.822e-04    0.059 0.953392    
## PC1753       2.410e-04  2.640e-04    0.913 0.362243    
## PC1754      -1.274e-04  2.698e-04   -0.472 0.637266    
## PC1755       2.365e-04  2.800e-04    0.845 0.399078    
## PC1756      -2.336e-05  2.714e-04   -0.086 0.931476    
## PC1757       1.837e-04  2.746e-04    0.669 0.504083    
## PC1758      -2.532e-04  2.683e-04   -0.944 0.346211    
## PC1759      -1.486e-04  2.778e-04   -0.535 0.593031    
## PC1760      -1.817e-04  2.650e-04   -0.686 0.493582    
## PC1761       9.462e-04  2.966e-04    3.190 0.001600 ** 
## PC1762       4.357e-04  2.659e-04    1.638 0.102581    
## PC1763       2.278e-05  2.598e-04    0.088 0.930205    
## PC1764       3.530e-04  2.656e-04    1.329 0.185072    
## PC1765      -2.256e-04  2.729e-04   -0.827 0.409175    
## PC1766       3.421e-04  2.775e-04    1.233 0.218652    
## PC1767      -4.679e-04  2.679e-04   -1.747 0.081869 .  
## PC1768      -1.966e-04  2.642e-04   -0.744 0.457460    
## PC1769      -4.985e-04  2.665e-04   -1.870 0.062609 .  
## PC1770      -8.990e-04  2.600e-04   -3.458 0.000638 ***
## PC1771      -2.269e-04  2.841e-04   -0.798 0.425333    
## PC1772      -7.702e-04  2.608e-04   -2.954 0.003436 ** 
## PC1773       1.457e-04  2.871e-04    0.507 0.612315    
## PC1774      -5.115e-04  2.671e-04   -1.915 0.056659 .  
## PC1775      -5.238e-04  2.599e-04   -2.015 0.044942 *  
## PC1776       1.657e-04  2.720e-04    0.609 0.543012    
## PC1777      -2.548e-04  2.702e-04   -0.943 0.346457    
## PC1778      -3.244e-05  2.971e-04   -0.109 0.913137    
## PC1779      -2.576e-04  2.851e-04   -0.903 0.367163    
## PC1780       2.193e-05  2.820e-04    0.078 0.938069    
## PC1781      -1.132e-04  2.694e-04   -0.420 0.674640    
## PC1782      -4.095e-04  2.552e-04   -1.604 0.109848    
## PC1783       4.841e-04  2.722e-04    1.778 0.076547 .  
## PC1784      -7.833e-05  2.811e-04   -0.279 0.780771    
## PC1785      -3.323e-04  2.996e-04   -1.109 0.268398    
## PC1786       3.656e-04  2.744e-04    1.332 0.183921    
## PC1787      -2.216e-04  2.831e-04   -0.783 0.434334    
## PC1788      -3.802e-04  2.918e-04   -1.303 0.193794    
## PC1789       3.264e-04  2.742e-04    1.190 0.235123    
## PC1790       4.170e-05  2.819e-04    0.148 0.882507    
## PC1791       3.131e-04  2.821e-04    1.110 0.267986    
## PC1792      -1.898e-04  2.643e-04   -0.718 0.473334    
## PC1793       6.346e-04  2.743e-04    2.313 0.021509 *  
## PC1794       2.670e-04  2.935e-04    0.910 0.363763    
## PC1795      -1.216e-05  2.796e-04   -0.043 0.965347    
## PC1796      -1.024e-03  3.052e-04   -3.354 0.000918 ***
## PC1797       3.653e-04  2.779e-04    1.315 0.189810    
## PC1798      -2.474e-04  2.880e-04   -0.859 0.391157    
## PC1799      -8.389e-05  2.731e-04   -0.307 0.758957    
## PC1800      -2.169e-04  2.806e-04   -0.773 0.440201    
## PC1801      -1.704e-05  2.717e-04   -0.063 0.950049    
## PC1802       2.179e-04  2.681e-04    0.813 0.417041    
## PC1803       2.485e-04  2.941e-04    0.845 0.398886    
## PC1804       6.106e-04  2.679e-04    2.279 0.023490 *  
## PC1805       3.185e-04  2.816e-04    1.131 0.258967    
## PC1806      -1.855e-04  2.737e-04   -0.678 0.498635    
## PC1807      -1.611e-04  2.663e-04   -0.605 0.545837    
## PC1808      -2.592e-04  2.751e-04   -0.942 0.347119    
## PC1809       5.043e-04  2.864e-04    1.761 0.079469 .  
## PC1810      -1.100e-04  2.881e-04   -0.382 0.702849    
## PC1811      -7.948e-04  2.802e-04   -2.836 0.004936 ** 
## PC1812      -8.233e-05  2.727e-04   -0.302 0.763014    
## PC1813       2.362e-04  2.877e-04    0.821 0.412420    
## PC1814      -4.864e-04  2.748e-04   -1.770 0.077998 .  
## PC1815      -2.257e-04  2.658e-04   -0.849 0.396619    
## PC1816       1.019e-04  2.880e-04    0.354 0.723758    
## PC1817      -3.263e-04  2.885e-04   -1.131 0.259120    
## PC1818       6.632e-05  2.786e-04    0.238 0.812036    
## PC1819       1.318e-04  2.711e-04    0.486 0.627286    
## PC1820       3.625e-04  2.856e-04    1.269 0.205499    
## PC1821       4.737e-04  2.673e-04    1.772 0.077537 .  
## PC1822      -2.094e-04  2.957e-04   -0.708 0.479514    
## PC1823      -1.854e-04  2.742e-04   -0.676 0.499540    
## PC1824      -1.012e-04  2.827e-04   -0.358 0.720732    
## PC1825       2.050e-04  2.801e-04    0.732 0.464818    
## PC1826       2.520e-04  2.759e-04    0.913 0.361966    
## PC1827      -4.218e-05  2.741e-04   -0.154 0.877815    
## PC1828       1.124e-04  2.659e-04    0.423 0.672961    
## PC1829       6.823e-06  2.886e-04    0.024 0.981159    
## PC1830      -6.829e-04  2.910e-04   -2.347 0.019710 *  
## PC1831       2.077e-04  2.828e-04    0.735 0.463297    
## PC1832      -7.906e-05  2.646e-04   -0.299 0.765345    
## PC1833       5.794e-05  2.859e-04    0.203 0.839556    
## PC1834      -7.292e-05  2.666e-04   -0.273 0.784699    
## PC1835       6.563e-04  2.602e-04    2.522 0.012276 *  
## PC1836       8.635e-04  2.808e-04    3.075 0.002336 ** 
## PC1837       2.218e-04  2.599e-04    0.853 0.394245    
## PC1838       6.528e-04  2.914e-04    2.240 0.025951 *  
## PC1839      -1.951e-04  2.565e-04   -0.761 0.447516    
## PC1840       3.007e-04  2.756e-04    1.091 0.276236    
## PC1841      -5.073e-04  2.915e-04   -1.740 0.082997 .  
## PC1842      -2.786e-04  3.075e-04   -0.906 0.365865    
## PC1843      -3.682e-04  2.671e-04   -1.378 0.169271    
## PC1844       2.057e-05  2.918e-04    0.070 0.943851    
## PC1845      -2.458e-04  2.783e-04   -0.883 0.377948    
## PC1846      -4.515e-04  2.924e-04   -1.544 0.123853    
## PC1847      -4.543e-04  2.782e-04   -1.633 0.103685    
## PC1848       1.002e-04  2.578e-04    0.389 0.697948    
## PC1849      -2.983e-04  2.805e-04   -1.063 0.288584    
## PC1850      -4.746e-04  2.843e-04   -1.669 0.096324 .  
## PC1851      -3.689e-04  2.785e-04   -1.325 0.186407    
## PC1852       3.734e-04  2.934e-04    1.273 0.204313    
## PC1853      -1.759e-04  2.935e-04   -0.599 0.549445    
## PC1854       3.662e-04  2.992e-04    1.224 0.222207    
## PC1855      -1.045e-04  2.950e-04   -0.354 0.723329    
## PC1856      -3.955e-04  2.818e-04   -1.403 0.161753    
## PC1857      -2.554e-04  2.650e-04   -0.964 0.336005    
## PC1858      -1.993e-04  2.792e-04   -0.714 0.475921    
## PC1859      -7.182e-05  2.700e-04   -0.266 0.790429    
## PC1860       1.398e-04  2.734e-04    0.511 0.609692    
## PC1861       3.305e-04  2.663e-04    1.241 0.215737    
## PC1862       8.747e-05  2.669e-04    0.328 0.743368    
## PC1863       1.958e-04  2.588e-04    0.757 0.449974    
## PC1864       2.079e-05  2.990e-04    0.070 0.944606    
## PC1865       4.829e-04  2.934e-04    1.646 0.101035    
## PC1866      -2.418e-04  2.792e-04   -0.866 0.387383    
## PC1867       2.501e-04  2.720e-04    0.920 0.358703    
## PC1868      -1.956e-05  2.680e-04   -0.073 0.941879    
## PC1869      -4.233e-04  2.953e-04   -1.433 0.152950    
## PC1870      -3.929e-04  2.660e-04   -1.477 0.140981    
## PC1871      -9.409e-05  2.826e-04   -0.333 0.739483    
## PC1872      -5.733e-04  2.896e-04   -1.980 0.048800 *  
## PC1873      -8.861e-06  2.682e-04   -0.033 0.973669    
## PC1874      -2.301e-05  2.620e-04   -0.088 0.930107    
## PC1875       3.975e-04  2.629e-04    1.512 0.131881    
## PC1876       4.549e-04  2.706e-04    1.681 0.094002 .  
## PC1877       4.884e-04  2.787e-04    1.753 0.080848 .  
## PC1878       5.563e-04  2.678e-04    2.077 0.038766 *  
## PC1879       2.376e-04  2.930e-04    0.811 0.418116    
## PC1880      -7.768e-04  2.829e-04   -2.746 0.006469 ** 
## PC1881       4.200e-04  2.593e-04    1.620 0.106572    
## PC1882       2.759e-04  2.770e-04    0.996 0.320228    
## PC1883       3.199e-04  2.688e-04    1.190 0.235012    
## PC1884       2.460e-04  2.818e-04    0.873 0.383476    
## PC1885      -2.214e-04  2.736e-04   -0.809 0.419142    
## PC1886       3.654e-04  2.612e-04    1.399 0.163165    
## PC1887      -6.716e-04  2.800e-04   -2.398 0.017196 *  
## PC1888      -1.662e-04  2.824e-04   -0.589 0.556577    
## PC1889      -2.066e-04  2.818e-04   -0.733 0.464053    
## PC1890      -5.069e-04  2.807e-04   -1.805 0.072185 .  
## PC1891       2.092e-04  2.846e-04    0.735 0.463002    
## PC1892      -6.460e-05  2.628e-04   -0.246 0.806052    
## PC1893      -3.102e-04  2.680e-04   -1.157 0.248245    
## PC1894      -1.153e-04  2.729e-04   -0.422 0.673091    
## PC1895      -7.044e-04  2.886e-04   -2.440 0.015354 *  
## PC1896       2.253e-04  2.787e-04    0.808 0.419733    
## PC1897      -3.210e-04  2.740e-04   -1.172 0.242423    
## PC1898      -2.982e-04  2.711e-04   -1.100 0.272426    
## PC1899       9.720e-05  2.879e-04    0.338 0.735904    
## PC1900       1.657e-04  2.789e-04    0.594 0.553070    
## PC1901      -1.907e-04  2.908e-04   -0.656 0.512471    
## PC1902       5.455e-06  2.726e-04    0.020 0.984049    
## PC1903       2.623e-04  2.748e-04    0.955 0.340632    
## PC1904      -4.884e-04  2.737e-04   -1.785 0.075531 .  
## PC1905       1.869e-04  2.763e-04    0.676 0.499400    
## PC1906      -7.205e-05  2.771e-04   -0.260 0.795031    
## PC1907      -2.840e-04  2.782e-04   -1.021 0.308279    
## PC1908      -1.565e-04  2.917e-04   -0.537 0.591965    
## PC1909      -4.604e-04  2.740e-04   -1.680 0.094178 .  
## PC1910       5.234e-04  2.860e-04    1.830 0.068440 .  
## PC1911      -1.814e-04  2.805e-04   -0.647 0.518293    
## PC1912      -1.040e-04  2.752e-04   -0.378 0.705718    
## PC1913      -3.718e-04  2.680e-04   -1.387 0.166607    
## PC1914      -7.343e-04  2.677e-04   -2.743 0.006516 ** 
## PC1915       8.186e-05  2.856e-04    0.287 0.774631    
## PC1916       1.872e-04  2.885e-04    0.649 0.517004    
## PC1917       5.013e-05  2.832e-04    0.177 0.859659    
## PC1918      -7.308e-04  2.552e-04   -2.863 0.004545 ** 
## PC1919      -5.408e-04  3.027e-04   -1.787 0.075175 .  
## PC1920       1.517e-04  2.897e-04    0.524 0.600943    
## PC1921       9.473e-05  2.743e-04    0.345 0.730099    
## PC1922       1.054e-05  2.939e-04    0.036 0.971420    
## PC1923       4.081e-04  2.865e-04    1.424 0.155590    
## PC1924      -7.375e-05  2.926e-04   -0.252 0.801191    
## PC1925      -3.384e-04  2.852e-04   -1.187 0.236526    
## PC1926       5.002e-05  2.893e-04    0.173 0.862850    
## PC1927      -6.126e-05  3.044e-04   -0.201 0.840666    
## PC1928       3.481e-04  2.667e-04    1.305 0.193059    
## PC1929      -3.473e-04  2.779e-04   -1.250 0.212505    
## PC1930      -3.937e-04  2.814e-04   -1.399 0.163005    
## PC1931      -1.831e-04  2.875e-04   -0.637 0.524730    
## PC1932       6.017e-04  2.765e-04    2.176 0.030489 *  
## PC1933       1.421e-04  2.769e-04    0.513 0.608315    
## PC1934       3.750e-04  2.751e-04    1.363 0.174126    
## PC1935       4.973e-04  2.760e-04    1.802 0.072809 .  
## PC1936      -3.126e-05  2.833e-04   -0.110 0.912207    
## PC1937       1.435e-04  2.821e-04    0.509 0.611399    
## PC1938       4.831e-04  2.582e-04    1.871 0.062563 .  
## PC1939      -6.848e-06  2.954e-04   -0.023 0.981522    
## PC1940      -7.227e-05  2.803e-04   -0.258 0.796729    
## PC1941       3.513e-04  2.517e-04    1.396 0.163981    
## PC1942      -1.623e-04  2.984e-04   -0.544 0.587035    
## PC1943       2.633e-04  2.791e-04    0.944 0.346287    
## PC1944       8.153e-04  2.684e-04    3.038 0.002629 ** 
## PC1945      -2.836e-04  2.682e-04   -1.058 0.291262    
## PC1946      -8.735e-04  2.825e-04   -3.092 0.002209 ** 
## PC1947       6.060e-04  3.006e-04    2.016 0.044858 *  
## PC1948      -3.385e-04  2.826e-04   -1.198 0.232104    
## PC1949      -7.443e-05  2.552e-04   -0.292 0.770758    
## PC1950       3.621e-04  2.662e-04    1.360 0.174898    
## PC1951       1.638e-04  2.820e-04    0.581 0.561888    
## PC1952       2.657e-04  2.698e-04    0.985 0.325513    
## PC1953      -3.723e-04  2.948e-04   -1.263 0.207771    
## PC1954      -1.541e-04  2.809e-04   -0.549 0.583786    
## PC1955      -1.718e-04  2.781e-04   -0.618 0.537381    
## PC1956      -8.088e-04  2.769e-04   -2.921 0.003808 ** 
## PC1957       2.788e-04  2.729e-04    1.022 0.307796    
## PC1958      -4.282e-04  3.004e-04   -1.426 0.155230    
## PC1959      -1.731e-04  2.660e-04   -0.651 0.515779    
## PC1960       3.533e-04  2.685e-04    1.316 0.189314    
## PC1961      -1.132e-04  2.796e-04   -0.405 0.686021    
## PC1962      -5.665e-04  2.667e-04   -2.124 0.034604 *  
## PC1963      -3.148e-04  2.714e-04   -1.160 0.247062    
## PC1964      -3.356e-04  2.841e-04   -1.181 0.238617    
## PC1965       2.004e-04  2.755e-04    0.727 0.467694    
## PC1966      -4.055e-04  2.944e-04   -1.377 0.169659    
## PC1967      -5.272e-05  2.855e-04   -0.185 0.853621    
## PC1968       7.027e-04  2.798e-04    2.511 0.012655 *  
## PC1969      -1.088e-05  3.001e-04   -0.036 0.971098    
## PC1970      -2.398e-04  3.002e-04   -0.799 0.425280    
## PC1971       4.435e-04  2.763e-04    1.605 0.109711    
## PC1972      -5.393e-04  2.738e-04   -1.970 0.049952 *  
## PC1973      -2.278e-04  2.797e-04   -0.815 0.416056    
## PC1974       2.090e-04  2.680e-04    0.780 0.436278    
## PC1975      -6.088e-04  2.782e-04   -2.188 0.029570 *  
## PC1976      -1.559e-04  2.728e-04   -0.572 0.568117    
## PC1977      -2.655e-04  3.054e-04   -0.869 0.385514    
## PC1978      -2.074e-04  2.822e-04   -0.735 0.463200    
## PC1979      -1.209e-04  2.902e-04   -0.417 0.677218    
## PC1980       2.904e-04  2.821e-04    1.030 0.304221    
## PC1981       1.641e-05  2.769e-04    0.059 0.952783    
## PC1982       8.199e-05  2.909e-04    0.282 0.778271    
## PC1983      -6.049e-05  2.834e-04   -0.213 0.831125    
## PC1984      -7.106e-05  2.770e-04   -0.257 0.797767    
## PC1985       1.491e-04  2.812e-04    0.530 0.596474    
## PC1986      -4.549e-05  2.669e-04   -0.170 0.864815    
## PC1987       1.569e-06  2.630e-04    0.006 0.995245    
## PC1988       4.161e-04  2.755e-04    1.511 0.132139    
## PC1989       1.283e-04  3.006e-04    0.427 0.670000    
## PC1990      -4.921e-05  2.956e-04   -0.166 0.867898    
## PC1991       1.588e-04  2.925e-04    0.543 0.587741    
## PC1992       2.657e-04  2.878e-04    0.923 0.356764    
## PC1993      -1.591e-06  2.739e-04   -0.006 0.995371    
## PC1994      -2.616e-04  2.927e-04   -0.894 0.372277    
## PC1995       3.338e-04  2.930e-04    1.139 0.255777    
## PC1996      -1.028e-04  2.910e-04   -0.353 0.724272    
## PC1997      -1.145e-04  2.685e-04   -0.426 0.670271    
## PC1998      -4.153e-04  2.657e-04   -1.563 0.119241    
## PC1999       2.442e-04  2.888e-04    0.846 0.398616    
## PC2000      -4.086e-05  2.695e-04   -0.152 0.879592    
## PC2001       1.664e-04  3.031e-04    0.549 0.583389    
## PC2002       2.168e-04  2.773e-04    0.782 0.434919    
## PC2003      -7.147e-04  3.073e-04   -2.326 0.020828 *  
## PC2004       2.849e-04  3.122e-04    0.912 0.362372    
## PC2005      -3.711e-04  2.724e-04   -1.362 0.174334    
## PC2006       2.370e-05  3.249e-04    0.073 0.941889    
## PC2007       2.849e-04  2.884e-04    0.988 0.324152    
## PC2008       6.892e-05  2.711e-04    0.254 0.799549    
## PC2009       7.435e-05  2.872e-04    0.259 0.795927    
## PC2010      -3.484e-04  2.816e-04   -1.237 0.217152    
## PC2011      -1.742e-04  2.859e-04   -0.609 0.542985    
## PC2012      -5.053e-04  2.729e-04   -1.852 0.065254 .  
## PC2013       3.347e-04  2.785e-04    1.202 0.230620    
## PC2014      -2.753e-04  2.916e-04   -0.944 0.345880    
## PC2015       5.725e-04  3.071e-04    1.864 0.063454 .  
## PC2016      -5.040e-04  2.870e-04   -1.756 0.080284 .  
## PC2017       6.172e-05  2.840e-04    0.217 0.828143    
## PC2018      -6.711e-04  2.779e-04   -2.415 0.016444 *  
## PC2019       2.316e-04  2.941e-04    0.788 0.431602    
## PC2020       7.751e-04  2.786e-04    2.782 0.005802 ** 
## PC2021       2.539e-04  2.567e-04    0.989 0.323518    
## PC2022      -5.030e-04  3.008e-04   -1.673 0.095650 .  
## PC2023      -2.006e-04  2.819e-04   -0.712 0.477396    
## PC2024       4.015e-04  3.052e-04    1.316 0.189480    
## PC2025      -1.404e-04  2.800e-04   -0.501 0.616474    
## PC2026      -6.243e-04  2.804e-04   -2.227 0.026843 *  
## PC2027       7.520e-04  2.772e-04    2.713 0.007133 ** 
## PC2028       3.329e-04  2.724e-04    1.222 0.222780    
## PC2029      -2.132e-04  2.775e-04   -0.768 0.442933    
## PC2030       2.196e-04  2.768e-04    0.793 0.428412    
## PC2031      -4.271e-04  2.656e-04   -1.608 0.109140    
## PC2032       9.300e-05  2.894e-04    0.321 0.748171    
## PC2033       1.872e-04  2.678e-04    0.699 0.485277    
## PC2034      -1.812e-04  2.741e-04   -0.661 0.509178    
## PC2035       4.767e-04  2.898e-04    1.645 0.101219    
## PC2036      -2.432e-04  3.032e-04   -0.802 0.423242    
## PC2037      -1.068e-04  2.734e-04   -0.391 0.696408    
## PC2038      -2.353e-04  2.783e-04   -0.845 0.398634    
## PC2039      -5.665e-04  2.918e-04   -1.942 0.053281 .  
## PC2040       7.616e-05  3.035e-04    0.251 0.802096    
## PC2041       4.285e-04  2.880e-04    1.488 0.138011    
## PC2042       6.059e-04  2.748e-04    2.205 0.028364 *  
## PC2043      -1.361e-04  2.788e-04   -0.488 0.625789    
## PC2044      -3.996e-04  2.887e-04   -1.384 0.167456    
## PC2045       5.041e-04  2.691e-04    1.873 0.062193 .  
## PC2046       1.564e-04  2.715e-04    0.576 0.565039    
## PC2047       2.746e-04  2.731e-04    1.005 0.315682    
## PC2048       8.114e-04  2.658e-04    3.053 0.002506 ** 
## PC2049      -1.965e-04  2.917e-04   -0.674 0.501147    
## PC2050      -3.023e-04  2.903e-04   -1.042 0.298579    
## PC2051      -1.178e-04  3.115e-04   -0.378 0.705718    
## PC2052       1.212e-04  2.712e-04    0.447 0.655225    
## PC2053       1.181e-04  2.816e-04    0.419 0.675230    
## PC2054      -6.570e-04  2.775e-04   -2.368 0.018635 *  
## PC2055      -2.567e-04  2.748e-04   -0.934 0.351056    
## PC2056      -3.076e-04  2.891e-04   -1.064 0.288297    
## PC2057       2.916e-05  2.635e-04    0.111 0.911957    
## PC2058       6.839e-05  2.859e-04    0.239 0.811116    
## PC2059      -3.037e-04  2.799e-04   -1.085 0.278925    
## PC2060      -1.538e-04  2.940e-04   -0.523 0.601322    
## PC2061       5.548e-04  2.937e-04    1.889 0.060027 .  
## PC2062       1.342e-05  2.728e-04    0.049 0.960800    
## PC2063      -3.433e-04  2.833e-04   -1.212 0.226792    
## PC2064      -3.709e-04  2.904e-04   -1.277 0.202695    
## PC2065       2.894e-04  2.750e-04    1.052 0.293661    
## PC2066       6.203e-04  2.641e-04    2.349 0.019586 *  
## PC2067      -1.325e-04  2.840e-04   -0.466 0.641298    
## PC2068       2.335e-04  2.620e-04    0.891 0.373583    
## PC2069      -4.044e-04  2.659e-04   -1.521 0.129599    
## PC2070      -6.384e-04  2.911e-04   -2.193 0.029181 *  
## PC2071       2.969e-04  2.894e-04    1.026 0.305929    
## PC2072      -2.324e-04  3.025e-04   -0.768 0.442996    
## PC2073      -1.523e-04  2.610e-04   -0.583 0.560181    
## PC2074      -3.872e-04  2.643e-04   -1.465 0.144103    
## PC2075      -2.577e-04  2.752e-04   -0.937 0.349874    
## PC2076      -3.010e-04  2.822e-04   -1.067 0.287182    
## PC2077      -9.206e-04  2.706e-04   -3.402 0.000778 ***
## PC2078      -5.323e-04  2.748e-04   -1.937 0.053834 .  
## PC2079       2.988e-04  2.946e-04    1.014 0.311464    
## PC2080      -8.932e-04  2.831e-04   -3.155 0.001796 ** 
## PC2081       1.099e-04  2.535e-04    0.433 0.665086    
## PC2082       6.814e-05  2.784e-04    0.245 0.806880    
## PC2083       4.731e-04  2.850e-04    1.660 0.098127 .  
## PC2084      -1.808e-04  2.917e-04   -0.620 0.535943    
## PC2085       1.498e-04  2.774e-04    0.540 0.589599    
## PC2086      -8.970e-04  2.863e-04   -3.133 0.001935 ** 
## PC2087      -4.603e-05  2.828e-04   -0.163 0.870834    
## PC2088       4.054e-05  2.986e-04    0.136 0.892126    
## PC2089       5.992e-04  2.758e-04    2.172 0.030775 *  
## PC2090      -2.103e-04  2.774e-04   -0.758 0.449186    
## PC2091       5.978e-04  3.115e-04    1.919 0.056088 .  
## PC2092       1.590e-04  2.991e-04    0.532 0.595484    
## PC2093       6.178e-05  2.720e-04    0.227 0.820509    
## PC2094       6.117e-04  2.696e-04    2.269 0.024131 *  
## PC2095       5.331e-04  2.946e-04    1.809 0.071590 .  
## PC2096      -4.675e-05  2.742e-04   -0.171 0.864741    
## PC2097       3.893e-04  2.810e-04    1.385 0.167189    
## PC2098      -3.055e-04  2.902e-04   -1.053 0.293533    
## PC2099       1.985e-04  3.167e-04    0.627 0.531376    
## PC2100      -9.207e-04  2.913e-04   -3.161 0.001765 ** 
## PC2101      -6.277e-04  2.739e-04   -2.291 0.022756 *  
## PC2102      -1.649e-04  2.578e-04   -0.640 0.522949    
## PC2103       2.907e-04  3.109e-04    0.935 0.350515    
## PC2104       2.928e-04  2.844e-04    1.030 0.304183    
## PC2105      -7.309e-04  2.824e-04   -2.588 0.010209 *  
## PC2106      -6.485e-05  2.885e-04   -0.225 0.822354    
## PC2107      -7.051e-04  2.921e-04   -2.414 0.016485 *  
## PC2108       2.314e-04  2.685e-04    0.862 0.389576    
## PC2109       1.324e-04  2.883e-04    0.459 0.646401    
## PC2110      -4.702e-04  2.970e-04   -1.583 0.114611    
## PC2111       1.681e-04  2.847e-04    0.590 0.555452    
## PC2112      -6.975e-04  3.073e-04   -2.270 0.024057 *  
## PC2113       2.771e-04  3.014e-04    0.919 0.358890    
## PC2114      -4.030e-04  3.153e-04   -1.278 0.202285    
## PC2115      -1.877e-04  2.715e-04   -0.691 0.490146    
## PC2116       4.428e-05  2.938e-04    0.151 0.880336    
## PC2117       6.159e-04  3.162e-04    1.948 0.052551 .  
## PC2118      -2.884e-04  2.753e-04   -1.048 0.295729    
## PC2119       1.720e-04  2.851e-04    0.603 0.546892    
## PC2120      -1.238e-04  2.824e-04   -0.438 0.661406    
## PC2121      -1.483e-04  2.761e-04   -0.537 0.591733    
## PC2122      -4.710e-04  2.756e-04   -1.709 0.088749 .  
## PC2123      -1.476e-04  2.704e-04   -0.546 0.585629    
## PC2124       9.073e-05  2.827e-04    0.321 0.748554    
## PC2125       1.994e-04  2.901e-04    0.688 0.492365    
## PC2126      -8.229e-05  3.006e-04   -0.274 0.784492    
## PC2127      -2.427e-04  3.008e-04   -0.807 0.420461    
## PC2128      -2.650e-04  2.708e-04   -0.978 0.328810    
## PC2129       6.319e-04  2.917e-04    2.167 0.031192 *  
## PC2130      -7.858e-05  2.852e-04   -0.276 0.783149    
## PC2131       5.042e-04  2.855e-04    1.766 0.078576 .  
## PC2132      -4.000e-04  2.700e-04   -1.482 0.139686    
## PC2133      -2.042e-04  2.839e-04   -0.719 0.472663    
## PC2134       3.088e-04  2.959e-04    1.044 0.297532    
## PC2135      -1.537e-05  2.681e-04   -0.057 0.954307    
## PC2136       1.389e-04  2.844e-04    0.488 0.625785    
## PC2137       5.651e-04  3.008e-04    1.879 0.061390 .  
## PC2138       2.076e-04  2.958e-04    0.702 0.483578    
## PC2139      -5.500e-04  2.761e-04   -1.992 0.047432 *  
## PC2140       9.331e-05  2.785e-04    0.335 0.737854    
## PC2141       8.156e-05  2.588e-04    0.315 0.752924    
## PC2142       4.745e-04  2.830e-04    1.677 0.094841 .  
## PC2143       4.106e-04  2.754e-04    1.491 0.137312    
## PC2144      -2.777e-05  3.014e-04   -0.092 0.926661    
## PC2145      -3.343e-04  2.703e-04   -1.237 0.217231    
## PC2146       1.439e-04  2.814e-04    0.511 0.609665    
## PC2147       1.893e-04  2.720e-04    0.696 0.487190    
## PC2148      -2.841e-04  2.834e-04   -1.002 0.317137    
## PC2149       1.919e-04  3.121e-04    0.615 0.539184    
## PC2150      -3.438e-05  3.154e-04   -0.109 0.913264    
## PC2151      -1.138e-04  2.696e-04   -0.422 0.673247    
## PC2152      -3.855e-04  2.987e-04   -1.291 0.197899    
## PC2153      -2.600e-04  3.030e-04   -0.858 0.391673    
## PC2154       3.942e-04  2.953e-04    1.335 0.183126    
## PC2155       2.612e-05  2.950e-04    0.089 0.929501    
## PC2156       4.029e-05  2.871e-04    0.140 0.888518    
## PC2157      -2.883e-04  2.909e-04   -0.991 0.322547    
## PC2158      -2.608e-04  2.792e-04   -0.934 0.351197    
## PC2159       3.027e-05  2.818e-04    0.107 0.914533    
## PC2160       3.139e-04  2.759e-04    1.138 0.256296    
## PC2161      -1.916e-04  2.697e-04   -0.710 0.478113    
## PC2162      -2.629e-05  2.913e-04   -0.090 0.928172    
## PC2163       1.560e-04  2.829e-04    0.551 0.581858    
## PC2164      -3.315e-04  2.789e-04   -1.189 0.235674    
## PC2165       2.320e-07  2.743e-04    0.001 0.999326    
## PC2166      -2.715e-04  3.015e-04   -0.901 0.368576    
## PC2167       3.816e-05  2.647e-04    0.144 0.885480    
## PC2168       5.515e-04  2.899e-04    1.902 0.058270 .  
## PC2169      -2.206e-04  2.849e-04   -0.774 0.439600    
## PC2170      -1.131e-04  2.873e-04   -0.394 0.694276    
## PC2171       7.140e-05  2.791e-04    0.256 0.798280    
## PC2172       4.903e-04  2.848e-04    1.722 0.086332 .  
## PC2173      -4.101e-04  2.835e-04   -1.446 0.149270    
## PC2174       2.524e-04  2.894e-04    0.872 0.384014    
## PC2175       6.668e-05  2.956e-04    0.226 0.821679    
## PC2176       9.289e-04  2.841e-04    3.270 0.001224 ** 
## PC2177       8.285e-05  2.776e-04    0.298 0.765600    
## PC2178      -2.483e-04  2.738e-04   -0.907 0.365408    
## PC2179       4.857e-04  2.967e-04    1.637 0.102849    
## PC2180      -1.383e-04  2.703e-04   -0.512 0.609373    
## PC2181       2.405e-04  2.946e-04    0.816 0.415133    
## PC2182      -8.356e-04  2.766e-04   -3.021 0.002773 ** 
## PC2183       2.077e-04  2.921e-04    0.711 0.477787    
## PC2184       4.364e-04  2.762e-04    1.580 0.115359    
## PC2185      -3.146e-04  2.857e-04   -1.101 0.271901    
## PC2186       1.914e-04  2.802e-04    0.683 0.495197    
## PC2187       9.021e-04  2.689e-04    3.354 0.000917 ***
## PC2188      -5.601e-04  2.960e-04   -1.892 0.059598 .  
## PC2189      -6.406e-04  3.129e-04   -2.047 0.041650 *  
## PC2190      -5.208e-04  3.168e-04   -1.644 0.101381    
## PC2191      -2.304e-04  2.752e-04   -0.837 0.403362    
## PC2192       5.563e-04  2.849e-04    1.953 0.051950 .  
## PC2193      -3.976e-04  2.933e-04   -1.355 0.176493    
## PC2194       2.761e-04  2.705e-04    1.020 0.308538    
## PC2195       2.230e-04  3.003e-04    0.743 0.458387    
## PC2196       2.375e-04  2.783e-04    0.854 0.394175    
## PC2197       5.140e-04  2.968e-04    1.732 0.084496 .  
## PC2198      -1.896e-04  2.908e-04   -0.652 0.514886    
## PC2199      -3.872e-04  3.206e-04   -1.208 0.228255    
## PC2200      -2.890e-04  2.978e-04   -0.970 0.332756    
## PC2201       3.242e-04  3.080e-04    1.053 0.293440    
## PC2202      -5.679e-04  2.877e-04   -1.974 0.049432 *  
## PC2203      -5.218e-04  2.753e-04   -1.895 0.059194 .  
## PC2204       1.689e-04  3.003e-04    0.562 0.574335    
## PC2205      -2.625e-05  2.951e-04   -0.089 0.929210    
## PC2206      -1.696e-04  2.823e-04   -0.601 0.548655    
## PC2207       2.327e-04  2.814e-04    0.827 0.409028    
## PC2208      -3.042e-04  2.860e-04   -1.064 0.288496    
## PC2209       8.553e-04  2.941e-04    2.908 0.003957 ** 
## PC2210       9.699e-04  2.792e-04    3.473 0.000604 ***
## PC2211       2.948e-04  2.725e-04    1.082 0.280425    
## PC2212       3.469e-04  2.848e-04    1.218 0.224396    
## PC2213       2.030e-04  3.046e-04    0.666 0.505785    
## PC2214      -5.956e-04  2.824e-04   -2.109 0.035959 *  
## PC2215      -2.401e-04  3.023e-04   -0.794 0.427935    
## PC2216      -1.225e-04  3.024e-04   -0.405 0.685671    
## PC2217      -8.234e-04  3.160e-04   -2.605 0.009722 ** 
## PC2218      -6.331e-04  2.863e-04   -2.211 0.027898 *  
## PC2219      -2.091e-04  2.800e-04   -0.747 0.455750    
## PC2220      -3.240e-04  2.674e-04   -1.212 0.226788    
## PC2221      -4.027e-04  2.879e-04   -1.399 0.163163    
## PC2222      -3.941e-04  2.916e-04   -1.352 0.177702    
## PC2223      -1.729e-04  2.857e-04   -0.605 0.545605    
## PC2224       4.062e-04  3.002e-04    1.353 0.177204    
## PC2225      -1.502e-04  2.791e-04   -0.538 0.590786    
## PC2226      -5.955e-04  2.792e-04   -2.133 0.033901 *  
## PC2227      -1.528e-04  2.966e-04   -0.515 0.606830    
## PC2228       1.347e-04  2.883e-04    0.467 0.640673    
## PC2229      -7.181e-04  2.967e-04   -2.421 0.016198 *  
## PC2230       2.186e-04  3.094e-04    0.707 0.480418    
## PC2231      -3.401e-04  2.781e-04   -1.223 0.222533    
## PC2232      -2.386e-04  2.989e-04   -0.798 0.425613    
## PC2233       3.786e-04  3.050e-04    1.241 0.215612    
## PC2234      -4.023e-04  2.873e-04   -1.400 0.162697    
## PC2235       3.065e-04  2.682e-04    1.143 0.254191    
## PC2236       2.941e-05  2.784e-04    0.106 0.915929    
## PC2237       1.647e-04  2.799e-04    0.588 0.556821    
## PC2238       4.328e-05  2.854e-04    0.152 0.879602    
## PC2239      -9.465e-05  2.888e-04   -0.328 0.743359    
## PC2240      -3.081e-04  2.800e-04   -1.100 0.272336    
## PC2241       1.683e-04  2.860e-04    0.589 0.556631    
## PC2242      -1.943e-04  2.849e-04   -0.682 0.495757    
## PC2243      -5.882e-04  2.879e-04   -2.043 0.042055 *  
## PC2244       5.939e-05  3.022e-04    0.197 0.844329    
## PC2245      -5.279e-05  2.677e-04   -0.197 0.843833    
## PC2246       4.670e-05  2.975e-04    0.157 0.875382    
## PC2247       1.763e-05  2.768e-04    0.064 0.949251    
## PC2248      -8.286e-04  3.079e-04   -2.691 0.007600 ** 
## PC2249      -3.093e-04  3.104e-04   -0.996 0.320077    
## PC2250      -1.667e-04  3.048e-04   -0.547 0.585026    
## PC2251      -1.691e-04  2.928e-04   -0.578 0.564065    
## PC2252       9.466e-05  2.814e-04    0.336 0.736852    
## PC2253      -1.084e-04  2.969e-04   -0.365 0.715240    
## PC2254       2.710e-04  3.070e-04    0.883 0.378209    
## PC2255      -1.059e-04  2.689e-04   -0.394 0.694089    
## PC2256       1.971e-04  3.193e-04    0.617 0.537504    
## PC2257      -2.362e-04  2.653e-04   -0.890 0.374113    
## PC2258       3.402e-05  2.951e-04    0.115 0.908318    
## PC2259       1.205e-05  2.954e-04    0.041 0.967488    
## PC2260       6.043e-06  3.094e-04    0.020 0.984431    
## PC2261       3.069e-04  2.715e-04    1.130 0.259395    
## PC2262       3.764e-04  3.016e-04    1.248 0.213081    
## PC2263       3.588e-05  2.896e-04    0.124 0.901507    
## PC2264      -3.007e-05  2.909e-04   -0.103 0.917768    
## PC2265       2.962e-04  3.012e-04    0.983 0.326362    
## PC2266      -9.246e-05  2.852e-04   -0.324 0.746074    
## PC2267      -3.333e-04  2.994e-04   -1.113 0.266730    
## PC2268      -5.504e-04  2.802e-04   -1.964 0.050611 .  
## PC2269       3.150e-04  2.852e-04    1.105 0.270299    
## PC2270       1.841e-04  2.878e-04    0.640 0.522860    
## PC2271       6.381e-04  3.252e-04    1.962 0.050830 .  
## PC2272       2.450e-04  2.790e-04    0.878 0.380696    
## PC2273      -4.217e-04  2.986e-04   -1.412 0.159081    
## PC2274       6.811e-04  3.008e-04    2.265 0.024381 *  
## PC2275      -3.237e-04  3.017e-04   -1.073 0.284342    
## PC2276      -7.957e-04  2.824e-04   -2.818 0.005216 ** 
## PC2277      -7.720e-04  2.980e-04   -2.591 0.010128 *  
## PC2278      -2.043e-04  2.723e-04   -0.750 0.453773    
## PC2279      -2.692e-04  2.917e-04   -0.923 0.357032    
## PC2280       3.519e-04  2.809e-04    1.253 0.211446    
## PC2281      -2.629e-04  3.295e-04   -0.798 0.425742    
## PC2282       4.001e-04  2.938e-04    1.362 0.174518    
## PC2283       8.097e-06  2.997e-04    0.027 0.978466    
## PC2284       3.540e-05  2.764e-04    0.128 0.898206    
## PC2285      -2.002e-04  2.954e-04   -0.678 0.498575    
## PC2286      -4.406e-04  2.925e-04   -1.506 0.133187    
## PC2287      -2.322e-04  2.820e-04   -0.823 0.411095    
## PC2288      -1.492e-04  3.038e-04   -0.491 0.623863    
## PC2289       6.444e-05  2.917e-04    0.221 0.825367    
## PC2290       2.102e-05  2.860e-04    0.074 0.941464    
## PC2291       4.209e-04  2.832e-04    1.486 0.138434    
## PC2292      -4.015e-04  2.783e-04   -1.443 0.150325    
## PC2293       2.373e-04  2.653e-04    0.895 0.371792    
## PC2294       3.931e-04  2.826e-04    1.391 0.165422    
## PC2295       4.377e-06  3.071e-04    0.014 0.988637    
## PC2296      -3.082e-04  2.921e-04   -1.055 0.292414    
## PC2297      -3.476e-04  2.862e-04   -1.215 0.225663    
## PC2298      -1.733e-04  2.922e-04   -0.593 0.553674    
## PC2299      -1.349e-04  2.948e-04   -0.458 0.647530    
## PC2300      -1.069e-03  2.927e-04   -3.654 0.000314 ***
## PC2301      -1.050e-04  2.759e-04   -0.380 0.703975    
## PC2302      -2.717e-04  2.669e-04   -1.018 0.309673    
## PC2303       3.598e-05  3.006e-04    0.120 0.904839    
## PC2304       2.712e-04  3.061e-04    0.886 0.376490    
## PC2305      -1.055e-04  2.826e-04   -0.373 0.709329    
## PC2306      -1.208e-04  2.880e-04   -0.420 0.675171    
## PC2307       8.096e-04  3.041e-04    2.662 0.008262 ** 
## PC2308      -3.483e-04  2.941e-04   -1.184 0.237448    
## PC2309      -5.184e-04  2.964e-04   -1.749 0.081522 .  
## PC2310       1.720e-04  2.919e-04    0.589 0.556348    
## PC2311      -6.106e-04  2.678e-04   -2.280 0.023440 *  
## PC2312      -1.185e-04  2.807e-04   -0.422 0.673263    
## PC2313       2.394e-04  2.886e-04    0.830 0.407595    
## PC2314      -7.014e-04  3.168e-04   -2.214 0.027698 *  
## PC2315      -2.402e-04  2.973e-04   -0.808 0.419835    
## PC2316       3.630e-04  2.880e-04    1.261 0.208576    
## PC2317       1.139e-06  2.854e-04    0.004 0.996819    
## PC2318       2.781e-04  3.031e-04    0.917 0.359815    
## PC2319      -1.378e-04  2.723e-04   -0.506 0.613341    
## PC2320       2.317e-04  2.733e-04    0.848 0.397367    
## PC2321      -2.657e-05  2.813e-04   -0.094 0.924830    
## PC2322       2.895e-04  3.054e-04    0.948 0.344040    
## PC2323      -4.703e-04  2.768e-04   -1.699 0.090529 .  
## PC2324       2.148e-05  2.984e-04    0.072 0.942674    
## PC2325       6.280e-04  2.947e-04    2.131 0.034052 *  
## PC2326      -2.258e-04  2.884e-04   -0.783 0.434329    
## PC2327       8.807e-04  2.761e-04    3.190 0.001603 ** 
## PC2328      -4.178e-04  2.917e-04   -1.433 0.153206    
## PC2329      -3.414e-04  2.950e-04   -1.157 0.248251    
## PC2330       9.185e-05  3.109e-04    0.295 0.767932    
## PC2331      -1.015e-03  2.900e-04   -3.499 0.000551 ***
## PC2332       2.308e-04  2.820e-04    0.819 0.413837    
## PC2333       1.826e-04  2.826e-04    0.646 0.518697    
## PC2334       5.141e-04  2.959e-04    1.737 0.083582 .  
## PC2335       3.059e-04  2.937e-04    1.042 0.298626    
## PC2336       1.159e-04  2.903e-04    0.399 0.690168    
## PC2337       1.950e-04  2.717e-04    0.718 0.473661    
## PC2338      -2.117e-04  3.082e-04   -0.687 0.492917    
## PC2339      -2.957e-04  3.140e-04   -0.942 0.347227    
## PC2340      -2.329e-04  2.894e-04   -0.805 0.421782    
## PC2341       5.506e-04  3.089e-04    1.782 0.075889 .  
## PC2342       5.584e-04  2.820e-04    1.981 0.048724 *  
## PC2343      -7.090e-04  3.234e-04   -2.192 0.029290 *  
## PC2344      -1.529e-04  2.871e-04   -0.533 0.594807    
## PC2345       2.736e-04  2.718e-04    1.007 0.315099    
## PC2346       1.279e-04  2.855e-04    0.448 0.654471    
## PC2347       2.681e-04  2.887e-04    0.928 0.354077    
## PC2348       1.049e-04  2.831e-04    0.371 0.711271    
## PC2349       3.418e-04  2.858e-04    1.196 0.232742    
## PC2350      -8.179e-06  3.104e-04   -0.026 0.979002    
## PC2351       1.577e-04  2.991e-04    0.527 0.598466    
## PC2352      -7.481e-05  2.876e-04   -0.260 0.794998    
## PC2353       7.586e-04  3.082e-04    2.461 0.014519 *  
## PC2354       3.296e-04  2.861e-04    1.152 0.250436    
## PC2355       1.258e-04  2.695e-04    0.467 0.640986    
## PC2356      -1.696e-04  2.741e-04   -0.618 0.536820    
## PC2357       5.095e-04  2.810e-04    1.813 0.070975 .  
## PC2358       3.592e-04  2.721e-04    1.320 0.188037    
## PC2359       1.806e-04  2.802e-04    0.645 0.519779    
## PC2360      -2.820e-04  2.835e-04   -0.995 0.320759    
## PC2361       5.291e-04  2.954e-04    1.791 0.074516 .  
## PC2362       3.042e-04  2.840e-04    1.071 0.285103    
## PC2363      -1.001e-04  3.068e-04   -0.326 0.744474    
## PC2364      -3.886e-05  3.023e-04   -0.129 0.897827    
## PC2365       1.622e-04  2.904e-04    0.559 0.576992    
## PC2366       3.244e-04  2.775e-04    1.169 0.243607    
## PC2367      -1.250e-04  2.937e-04   -0.425 0.670846    
## PC2368      -3.294e-04  2.895e-04   -1.138 0.256125    
## PC2369      -6.505e-05  2.750e-04   -0.237 0.813220    
## PC2370       2.679e-04  3.033e-04    0.883 0.378042    
## PC2371       4.876e-05  2.853e-04    0.171 0.864442    
## PC2372      -6.481e-04  2.935e-04   -2.208 0.028127 *  
## PC2373      -5.975e-04  3.097e-04   -1.929 0.054812 .  
## PC2374       4.463e-04  2.719e-04    1.641 0.102003    
## PC2375      -1.965e-04  2.635e-04   -0.746 0.456428    
## PC2376       6.793e-04  2.891e-04    2.350 0.019552 *  
## PC2377      -1.931e-04  2.786e-04   -0.693 0.488777    
## PC2378       3.075e-05  2.915e-04    0.106 0.916056    
## PC2379       7.872e-04  3.064e-04    2.569 0.010778 *  
## PC2380       6.503e-04  2.961e-04    2.196 0.028966 *  
## PC2381      -2.925e-04  2.869e-04   -1.020 0.308928    
## PC2382      -6.041e-04  2.761e-04   -2.188 0.029546 *  
## PC2383       2.528e-04  2.931e-04    0.862 0.389242    
## PC2384       2.073e-04  2.847e-04    0.728 0.467208    
## PC2385       4.691e-04  2.958e-04    1.586 0.113959    
## PC2386       4.942e-04  3.091e-04    1.599 0.111111    
## PC2387       1.432e-04  3.003e-04    0.477 0.633816    
## PC2388      -2.071e-04  2.767e-04   -0.748 0.454877    
## PC2389      -3.555e-04  2.980e-04   -1.193 0.233905    
## PC2390       3.447e-04  2.902e-04    1.188 0.235988    
## PC2391       3.124e-04  2.829e-04    1.104 0.270466    
## PC2392      -5.123e-04  3.048e-04   -1.680 0.094117 .  
## PC2393       2.074e-04  2.873e-04    0.722 0.471094    
## PC2394      -2.104e-04  2.769e-04   -0.760 0.448128    
## PC2395       3.467e-04  2.727e-04    1.272 0.204682    
## PC2396       9.875e-04  3.135e-04    3.150 0.001828 ** 
## PC2397      -6.872e-04  2.961e-04   -2.321 0.021083 *  
## PC2398      -2.234e-04  2.944e-04   -0.759 0.448663    
## PC2399      -2.601e-04  2.946e-04   -0.883 0.378197    
## PC2400       1.586e-04  2.856e-04    0.555 0.579216    
## PC2401       6.853e-04  2.768e-04    2.476 0.013929 *  
## PC2402       9.745e-05  2.994e-04    0.325 0.745127    
## PC2403       2.492e-04  2.889e-04    0.863 0.389127    
## PC2404      -2.646e-04  2.952e-04   -0.897 0.370828    
## PC2405      -3.028e-04  3.031e-04   -0.999 0.318687    
## PC2406       2.260e-04  2.975e-04    0.760 0.448146    
## PC2407      -1.343e-04  2.739e-04   -0.490 0.624233    
## PC2408       2.135e-04  3.289e-04    0.649 0.516909    
## PC2409       3.331e-04  3.133e-04    1.063 0.288753    
## PC2410      -8.146e-05  2.883e-04   -0.283 0.777749    
## PC2411      -7.146e-04  2.963e-04   -2.412 0.016592 *  
## PC2412      -9.648e-05  3.005e-04   -0.321 0.748442    
## PC2413       9.805e-05  2.812e-04    0.349 0.727670    
## PC2414       1.340e-04  2.864e-04    0.468 0.640127    
## PC2415      -2.616e-04  3.152e-04   -0.830 0.407257    
## PC2416      -2.059e-04  2.920e-04   -0.705 0.481432    
## PC2417      -3.053e-04  3.095e-04   -0.986 0.325011    
## PC2418      -6.440e-05  3.050e-04   -0.211 0.832942    
## PC2419      -4.853e-04  2.981e-04   -1.628 0.104711    
## PC2420       2.201e-04  2.823e-04    0.780 0.436250    
## PC2421       5.416e-04  3.091e-04    1.752 0.080977 .  
## PC2422      -3.704e-04  3.052e-04   -1.214 0.226001    
## PC2423       9.733e-04  2.814e-04    3.458 0.000637 ***
## PC2424       6.542e-04  3.044e-04    2.149 0.032551 *  
## PC2425      -1.761e-04  2.858e-04   -0.616 0.538200    
## PC2426      -2.127e-04  2.807e-04   -0.758 0.449290    
## PC2427      -2.060e-04  2.786e-04   -0.739 0.460298    
## PC2428       2.138e-04  2.996e-04    0.714 0.476073    
## PC2429      -8.844e-05  2.920e-04   -0.303 0.762259    
## PC2430       1.069e-04  3.115e-04    0.343 0.731787    
## PC2431       3.191e-04  2.959e-04    1.078 0.281876    
## PC2432       4.624e-04  2.880e-04    1.606 0.109622    
## PC2433      -2.629e-04  2.997e-04   -0.877 0.381162    
## PC2434      -4.389e-04  3.041e-04   -1.443 0.150241    
## PC2435      -9.378e-05  2.991e-04   -0.314 0.754110    
## PC2436      -3.074e-04  2.874e-04   -1.070 0.285833    
## PC2437      -3.119e-04  3.079e-04   -1.013 0.311905    
## PC2438      -9.380e-06  3.069e-04   -0.031 0.975641    
## PC2439       2.693e-04  2.730e-04    0.987 0.324821    
## PC2440      -1.060e-04  2.790e-04   -0.380 0.704351    
## PC2441      -6.721e-04  3.019e-04   -2.227 0.026855 *  
## PC2442       1.942e-04  2.941e-04    0.660 0.509615    
## PC2443      -1.797e-04  2.899e-04   -0.620 0.535927    
## PC2444      -3.120e-05  2.804e-04   -0.111 0.911473    
## PC2445       3.996e-04  2.832e-04    1.411 0.159386    
## PC2446      -3.344e-04  2.922e-04   -1.145 0.253415    
## PC2447       2.559e-04  2.825e-04    0.906 0.365758    
## PC2448      -1.030e-04  3.021e-04   -0.341 0.733485    
## PC2449       3.324e-04  3.173e-04    1.048 0.295780    
## PC2450       3.712e-04  2.929e-04    1.267 0.206188    
## PC2451       4.959e-04  3.001e-04    1.653 0.099634 .  
## PC2452      -1.670e-04  2.945e-04   -0.567 0.571200    
## PC2453       1.478e-04  3.378e-04    0.438 0.662120    
## PC2454      -5.412e-05  3.113e-04   -0.174 0.862116    
## PC2455       9.923e-05  2.962e-04    0.335 0.737880    
## PC2456      -1.187e-04  2.915e-04   -0.407 0.684207    
## PC2457      -5.797e-04  2.956e-04   -1.961 0.050942 .  
## PC2458       7.739e-04  3.129e-04    2.473 0.014050 *  
## PC2459      -7.968e-04  2.997e-04   -2.659 0.008345 ** 
## PC2460      -5.044e-04  3.211e-04   -1.571 0.117500    
## PC2461      -2.092e-04  2.847e-04   -0.735 0.463277    
## PC2462       4.475e-05  2.855e-04    0.157 0.875572    
## PC2463      -1.011e-04  3.069e-04   -0.330 0.742027    
## PC2464       4.243e-04  2.988e-04    1.420 0.156859    
## PC2465       2.079e-04  2.738e-04    0.759 0.448420    
## PC2466      -1.848e-04  3.012e-04   -0.613 0.540134    
## PC2467       2.945e-04  2.955e-04    0.996 0.319992    
## PC2468      -1.216e-04  2.737e-04   -0.444 0.657168    
## PC2469      -3.501e-04  2.549e-04   -1.373 0.170838    
## PC2470       4.069e-04  2.793e-04    1.457 0.146400    
## PC2471       1.374e-04  3.010e-04    0.456 0.648447    
## PC2472      -6.460e-04  2.956e-04   -2.185 0.029769 *  
## PC2473      -7.317e-04  3.133e-04   -2.335 0.020309 *  
## PC2474       7.897e-04  3.074e-04    2.569 0.010756 *  
## PC2475      -2.035e-05  2.824e-04   -0.072 0.942612    
## PC2476       2.807e-04  3.068e-04    0.915 0.361040    
## PC2477       4.595e-04  2.788e-04    1.648 0.100562    
## PC2478      -1.340e-04  2.900e-04   -0.462 0.644377    
## PC2479       9.475e-04  2.997e-04    3.162 0.001758 ** 
## PC2480      -7.970e-04  3.010e-04   -2.648 0.008608 ** 
## PC2481      -2.359e-04  2.795e-04   -0.844 0.399499    
## PC2482      -1.264e-04  2.938e-04   -0.430 0.667347    
## PC2483      -1.615e-04  2.940e-04   -0.549 0.583356    
## PC2484       4.310e-05  2.805e-04    0.154 0.877997    
## PC2485       1.891e-04  2.801e-04    0.675 0.500108    
## PC2486       3.580e-05  2.974e-04    0.120 0.904288    
## PC2487       4.594e-04  2.871e-04    1.600 0.110789    
## PC2488      -4.171e-04  3.098e-04   -1.346 0.179345    
## PC2489       4.674e-04  2.908e-04    1.607 0.109308    
## PC2490       2.930e-04  2.900e-04    1.010 0.313294    
## PC2491       1.372e-04  3.032e-04    0.453 0.651269    
## PC2492      -1.187e-04  2.920e-04   -0.406 0.684739    
## PC2493      -9.876e-04  2.918e-04   -3.385 0.000825 ***
## PC2494      -4.590e-04  3.073e-04   -1.493 0.136548    
## PC2495      -8.637e-05  3.056e-04   -0.283 0.777736    
## PC2496      -1.612e-04  3.136e-04   -0.514 0.607614    
## PC2497      -5.259e-04  3.090e-04   -1.702 0.089966 .  
## PC2498       7.794e-04  3.189e-04    2.444 0.015215 *  
## PC2499      -1.456e-04  2.978e-04   -0.489 0.625379    
## PC2500       1.491e-04  2.940e-04    0.507 0.612428    
## PC2501       5.101e-04  2.716e-04    1.878 0.061490 .  
## PC2502      -2.884e-04  3.028e-04   -0.952 0.341770    
## PC2503       3.714e-04  3.181e-04    1.167 0.244133    
## PC2504       1.646e-04  3.002e-04    0.548 0.583919    
## PC2505      -6.642e-04  2.867e-04   -2.316 0.021341 *  
## PC2506       1.978e-04  3.112e-04    0.636 0.525661    
## PC2507       2.764e-04  2.843e-04    0.972 0.331976    
## PC2508      -1.530e-04  2.836e-04   -0.540 0.589913    
## PC2509       5.893e-05  3.015e-04    0.195 0.845205    
## PC2510       1.324e-04  3.058e-04    0.433 0.665278    
## PC2511      -4.917e-04  3.013e-04   -1.632 0.103919    
## PC2512       3.776e-04  3.138e-04    1.203 0.229957    
## PC2513       4.179e-04  3.057e-04    1.367 0.172902    
## PC2514       5.477e-04  3.006e-04    1.822 0.069642 .  
## PC2515       5.281e-04  3.076e-04    1.717 0.087235 .  
## PC2516       2.044e-04  2.791e-04    0.732 0.464594    
## PC2517      -2.982e-04  3.085e-04   -0.967 0.334596    
## PC2518      -1.697e-04  2.859e-04   -0.594 0.553283    
## PC2519      -1.147e-04  3.026e-04   -0.379 0.705000    
## PC2520       2.150e-04  3.022e-04    0.711 0.477546    
## PC2521      -1.677e-05  3.009e-04   -0.056 0.955600    
## PC2522      -3.684e-04  3.021e-04   -1.219 0.223797    
## PC2523      -5.743e-04  2.885e-04   -1.991 0.047586 *  
## PC2524       6.470e-05  2.947e-04    0.220 0.826418    
## PC2525      -2.901e-04  2.966e-04   -0.978 0.328978    
## PC2526      -8.079e-04  3.060e-04   -2.640 0.008796 ** 
## PC2527      -2.564e-04  3.077e-04   -0.833 0.405390    
## PC2528       3.556e-04  3.149e-04    1.129 0.259859    
## PC2529      -4.932e-05  3.049e-04   -0.162 0.871636    
## PC2530      -4.540e-04  3.096e-04   -1.466 0.143790    
## PC2531      -3.254e-04  3.056e-04   -1.065 0.287940    
## PC2532      -2.544e-04  2.794e-04   -0.911 0.363378    
## PC2533       7.198e-04  3.215e-04    2.239 0.026028 *  
## PC2534      -3.841e-04  3.043e-04   -1.262 0.208104    
## PC2535       4.206e-04  2.844e-04    1.479 0.140504    
## PC2536      -3.746e-04  2.823e-04   -1.327 0.185726    
## PC2537      -7.792e-04  2.976e-04   -2.619 0.009362 ** 
## PC2538       1.389e-04  2.785e-04    0.499 0.618323    
## PC2539      -4.718e-04  2.913e-04   -1.620 0.106502    
## PC2540       4.196e-04  3.139e-04    1.337 0.182486    
## PC2541      -4.946e-05  2.948e-04   -0.168 0.866905    
## PC2542       4.017e-04  3.003e-04    1.338 0.182177    
## PC2543       6.603e-04  3.024e-04    2.183 0.029923 *  
## PC2544      -1.027e-04  2.929e-04   -0.351 0.726178    
## PC2545      -1.418e-04  2.820e-04   -0.503 0.615489    
## PC2546      -1.449e-04  2.917e-04   -0.497 0.619854    
## PC2547       2.548e-04  2.876e-04    0.886 0.376508    
## PC2548       4.541e-04  3.016e-04    1.506 0.133427    
## PC2549       4.037e-04  3.060e-04    1.319 0.188203    
## PC2550      -2.683e-04  2.987e-04   -0.898 0.369902    
## PC2551      -3.382e-04  3.002e-04   -1.126 0.261034    
## PC2552      -1.008e-04  2.976e-04   -0.339 0.735044    
## PC2553       1.977e-04  2.691e-04    0.735 0.463230    
## PC2554      -1.733e-04  2.966e-04   -0.584 0.559553    
## PC2555      -8.235e-06  3.013e-04   -0.027 0.978217    
## PC2556      -2.564e-05  3.054e-04   -0.084 0.933168    
## PC2557      -3.947e-04  3.041e-04   -1.298 0.195552    
## PC2558       5.711e-04  2.764e-04    2.066 0.039806 *  
## PC2559       8.429e-05  3.152e-04    0.267 0.789342    
## PC2560       3.435e-05  2.870e-04    0.120 0.904832    
## PC2561       7.265e-05  3.008e-04    0.241 0.809370    
## PC2562      -2.255e-04  2.879e-04   -0.783 0.434240    
## PC2563      -4.748e-04  2.866e-04   -1.657 0.098760 .  
## PC2564      -4.828e-04  2.909e-04   -1.659 0.098251 .  
## PC2565       2.035e-04  2.705e-04    0.752 0.452521    
## PC2566      -1.456e-04  2.834e-04   -0.514 0.607720    
## PC2567      -1.177e-04  3.259e-04   -0.361 0.718237    
## PC2568      -2.088e-04  3.063e-04   -0.682 0.496137    
## PC2569      -1.611e-04  3.031e-04   -0.531 0.595572    
## PC2570       1.155e-04  2.656e-04    0.435 0.663948    
## PC2571      -7.007e-05  2.827e-04   -0.248 0.804480    
## PC2572       1.719e-04  2.898e-04    0.593 0.553448    
## PC2573       3.176e-04  3.191e-04    0.995 0.320445    
## PC2574      -1.263e-04  2.862e-04   -0.441 0.659265    
## PC2575      -5.298e-04  2.882e-04   -1.838 0.067191 .  
## PC2576      -2.115e-04  2.713e-04   -0.780 0.436333    
## PC2577       4.239e-04  3.021e-04    1.403 0.161791    
## PC2578       1.728e-04  2.878e-04    0.600 0.548801    
## PC2579      -1.344e-04  3.115e-04   -0.431 0.666602    
## PC2580       9.229e-05  2.981e-04    0.310 0.757161    
## PC2581       3.122e-04  2.892e-04    1.080 0.281363    
## PC2582       2.464e-04  2.757e-04    0.894 0.372309    
## PC2583       1.113e-04  3.129e-04    0.356 0.722277    
## PC2584       6.716e-04  2.859e-04    2.349 0.019567 *  
## PC2585       3.113e-04  3.041e-04    1.024 0.306821    
## PC2586      -4.580e-04  3.026e-04   -1.513 0.131398    
## PC2587       1.634e-04  3.152e-04    0.518 0.604698    
## PC2588       1.906e-04  2.701e-04    0.706 0.481076    
## PC2589      -6.921e-05  2.939e-04   -0.235 0.814013    
## PC2590      -1.741e-04  3.040e-04   -0.573 0.567375    
## PC2591       4.138e-04  2.878e-04    1.438 0.151752    
## PC2592      -2.082e-04  2.843e-04   -0.732 0.464672    
## PC2593      -4.121e-04  2.888e-04   -1.427 0.154922    
## PC2594      -1.073e-04  3.277e-04   -0.328 0.743559    
## PC2595       2.692e-04  3.019e-04    0.892 0.373438    
## PC2596      -1.776e-06  2.912e-04   -0.006 0.995137    
## PC2597      -3.729e-04  2.871e-04   -1.299 0.195217    
## PC2598       6.129e-04  3.145e-04    1.949 0.052429 .  
## PC2599      -1.570e-04  3.041e-04   -0.516 0.606063    
## PC2600       2.350e-04  2.943e-04    0.799 0.425319    
## PC2601      -6.524e-05  2.977e-04   -0.219 0.826736    
## PC2602      -4.659e-04  3.147e-04   -1.480 0.140009    
## PC2603      -5.501e-04  2.890e-04   -1.903 0.058160 .  
## PC2604       1.642e-05  3.088e-04    0.053 0.957632    
## PC2605      -1.625e-04  2.923e-04   -0.556 0.578655    
## PC2606       5.865e-05  3.002e-04    0.195 0.845273    
## PC2607      -2.762e-04  3.045e-04   -0.907 0.365269    
## PC2608      -6.763e-04  2.825e-04   -2.394 0.017376 *  
## PC2609      -1.313e-04  2.915e-04   -0.451 0.652731    
## PC2610       1.933e-04  3.037e-04    0.636 0.525033    
## PC2611      -3.205e-04  2.954e-04   -1.085 0.278951    
## PC2612      -3.442e-04  3.152e-04   -1.092 0.276000    
## PC2613      -7.027e-04  2.773e-04   -2.534 0.011877 *  
## PC2614      -9.235e-05  2.963e-04   -0.312 0.755544    
## PC2615      -3.099e-04  2.916e-04   -1.063 0.288905    
## PC2616      -2.839e-06  3.037e-04   -0.009 0.992549    
## PC2617       6.382e-05  2.975e-04    0.214 0.830345    
## PC2618      -8.557e-04  2.998e-04   -2.854 0.004669 ** 
## PC2619       2.809e-04  2.928e-04    0.959 0.338267    
## PC2620       1.317e-03  3.246e-04    4.059 6.57e-05 ***
## PC2621       1.772e-04  3.256e-04    0.544 0.586767    
## PC2622      -1.301e-05  2.850e-04   -0.046 0.963612    
## PC2623       4.225e-04  3.040e-04    1.390 0.165873    
## PC2624       2.437e-05  2.940e-04    0.083 0.934008    
## PC2625      -7.517e-05  3.055e-04   -0.246 0.805827    
## PC2626      -4.827e-04  2.993e-04   -1.613 0.108022    
## PC2627       2.146e-04  3.126e-04    0.686 0.493029    
## PC2628      -3.113e-04  2.934e-04   -1.061 0.289673    
## PC2629      -1.166e-04  3.087e-04   -0.378 0.705999    
## PC2630      -3.581e-04  3.121e-04   -1.148 0.252234    
## PC2631       4.552e-04  3.023e-04    1.505 0.133462    
## PC2632      -4.214e-04  2.790e-04   -1.510 0.132182    
## PC2633      -8.070e-05  3.025e-04   -0.267 0.789876    
## PC2634       4.031e-04  2.894e-04    1.393 0.164756    
## PC2635       1.358e-04  3.095e-04    0.439 0.661170    
## PC2636      -1.191e-04  3.030e-04   -0.393 0.694590    
## PC2637       2.153e-04  2.943e-04    0.732 0.464999    
## PC2638       2.681e-04  2.993e-04    0.896 0.371259    
## PC2639       7.040e-04  3.209e-04    2.193 0.029178 *  
## PC2640      -1.853e-04  2.770e-04   -0.669 0.504053    
## PC2641       2.400e-04  3.004e-04    0.799 0.425073    
## PC2642       7.970e-06  3.080e-04    0.026 0.979374    
## PC2643       4.184e-04  2.962e-04    1.413 0.158964    
## PC2644       1.319e-04  2.880e-04    0.458 0.647249    
## PC2645      -1.040e-04  2.945e-04   -0.353 0.724142    
## PC2646       3.149e-04  3.051e-04    1.032 0.303002    
## PC2647      -4.092e-04  2.967e-04   -1.379 0.169016    
## PC2648      -4.788e-04  3.067e-04   -1.561 0.119783    
## PC2649      -6.753e-04  3.008e-04   -2.245 0.025621 *  
## PC2650       1.346e-04  3.185e-04    0.423 0.672915    
## PC2651       4.673e-05  3.091e-04    0.151 0.879952    
## PC2652      -9.427e-05  3.106e-04   -0.304 0.761719    
## PC2653      -1.969e-04  3.080e-04   -0.639 0.523193    
## PC2654       2.375e-04  3.042e-04    0.781 0.435633    
## PC2655       4.639e-04  2.919e-04    1.589 0.113260    
## PC2656      -3.096e-05  3.175e-04   -0.098 0.922403    
## PC2657      -3.362e-05  2.894e-04   -0.116 0.907627    
## PC2658      -1.838e-05  2.989e-04   -0.061 0.951015    
## PC2659      -1.771e-04  2.914e-04   -0.608 0.543882    
## PC2660       4.055e-04  3.059e-04    1.326 0.186196    
## PC2661      -7.545e-04  3.109e-04   -2.427 0.015931 *  
## PC2662       3.865e-04  3.022e-04    1.279 0.202113    
## PC2663      -1.830e-04  3.057e-04   -0.599 0.549904    
## PC2664       3.883e-04  2.863e-04    1.356 0.176189    
## PC2665       4.475e-04  2.850e-04    1.570 0.117642    
## PC2666       6.380e-04  2.710e-04    2.354 0.019314 *  
## PC2667       1.758e-04  2.914e-04    0.603 0.546900    
## PC2668       5.907e-04  2.989e-04    1.976 0.049214 *  
## PC2669       4.987e-05  3.085e-04    0.162 0.871713    
## PC2670      -3.876e-05  3.019e-04   -0.128 0.897939    
## PC2671      -5.552e-05  3.059e-04   -0.182 0.856106    
## PC2672       5.543e-04  2.854e-04    1.942 0.053194 .  
## PC2673      -5.964e-04  3.267e-04   -1.826 0.069072 .  
## PC2674      -1.654e-04  3.162e-04   -0.523 0.601265    
## PC2675      -1.022e-03  3.003e-04   -3.404 0.000772 ***
## PC2676      -5.018e-05  3.079e-04   -0.163 0.870678    
## PC2677      -1.309e-03  2.933e-04   -4.463 1.22e-05 ***
## PC2678      -5.632e-04  3.100e-04   -1.817 0.070412 .  
## PC2679      -1.774e-04  3.147e-04   -0.564 0.573356    
## PC2680      -2.867e-04  2.910e-04   -0.985 0.325420    
## PC2681      -4.917e-04  3.175e-04   -1.549 0.122719    
## PC2682       1.083e-03  3.180e-04    3.407 0.000764 ***
## PC2683      -5.266e-04  3.029e-04   -1.738 0.083383 .  
## PC2684      -7.157e-04  3.365e-04   -2.127 0.034390 *  
## PC2685      -1.886e-04  3.028e-04   -0.623 0.534023    
## PC2686      -3.315e-04  2.856e-04   -1.161 0.246913    
## PC2687       2.217e-04  2.951e-04    0.751 0.453158    
## PC2688      -2.694e-04  2.864e-04   -0.941 0.347822    
## PC2689       9.257e-05  3.369e-04    0.275 0.783739    
## PC2690       2.855e-04  2.986e-04    0.956 0.340020    
## PC2691       1.406e-04  2.980e-04    0.472 0.637463    
## PC2692       2.718e-05  2.974e-04    0.091 0.927268    
## PC2693      -7.229e-04  3.187e-04   -2.268 0.024151 *  
## PC2694      -4.238e-04  2.879e-04   -1.472 0.142261    
## PC2695      -4.126e-04  2.892e-04   -1.427 0.154920    
## PC2696      -9.642e-05  3.060e-04   -0.315 0.752938    
## PC2697       1.674e-04  2.977e-04    0.562 0.574432    
## PC2698      -6.857e-04  3.189e-04   -2.150 0.032499 *  
## PC2699       1.127e-04  3.230e-04    0.349 0.727527    
## PC2700      -5.200e-04  3.019e-04   -1.723 0.086180 .  
## PC2701      -5.606e-04  3.043e-04   -1.842 0.066591 .  
## PC2702       2.262e-04  3.125e-04    0.724 0.469837    
## PC2703      -3.779e-04  2.877e-04   -1.313 0.190258    
## PC2704       2.434e-04  2.955e-04    0.824 0.410731    
## PC2705      -1.148e-04  2.884e-04   -0.398 0.690983    
## PC2706       1.470e-04  3.178e-04    0.463 0.644094    
## PC2707       7.500e-04  3.100e-04    2.419 0.016250 *  
## PC2708      -1.629e-04  3.019e-04   -0.540 0.589962    
## PC2709       5.849e-04  3.139e-04    1.863 0.063577 .  
## PC2710      -1.504e-04  3.141e-04   -0.479 0.632596    
## PC2711      -6.424e-04  3.134e-04   -2.050 0.041418 *  
## PC2712       2.159e-04  2.767e-04    0.780 0.436091    
## PC2713      -3.921e-04  3.267e-04   -1.200 0.231108    
## PC2714      -2.756e-05  2.921e-04   -0.094 0.924888    
## PC2715       1.804e-04  2.894e-04    0.624 0.533461    
## PC2716       2.301e-04  3.014e-04    0.764 0.445845    
## PC2717       6.199e-04  3.047e-04    2.034 0.042960 *  
## PC2718      -2.882e-04  3.011e-04   -0.957 0.339371    
## PC2719       1.588e-04  3.022e-04    0.525 0.599744    
## PC2720      -7.221e-05  3.129e-04   -0.231 0.817648    
## PC2721       7.832e-04  3.123e-04    2.508 0.012756 *  
## PC2722      -4.714e-04  3.047e-04   -1.547 0.123104    
## PC2723       6.470e-04  3.033e-04    2.134 0.033832 *  
## PC2724      -1.853e-04  3.069e-04   -0.604 0.546606    
## PC2725      -7.158e-04  3.117e-04   -2.296 0.022469 *  
## PC2726      -3.480e-04  3.014e-04   -1.155 0.249219    
## PC2727       1.091e-04  3.128e-04    0.349 0.727513    
## PC2728      -1.652e-04  2.935e-04   -0.563 0.573977    
## PC2729       1.930e-04  2.897e-04    0.666 0.505776    
## PC2730       3.194e-04  3.145e-04    1.016 0.310702    
## PC2731      -8.217e-04  3.195e-04   -2.572 0.010684 *  
## PC2732       4.712e-04  3.059e-04    1.540 0.124721    
## PC2733      -3.160e-04  2.882e-04   -1.097 0.273893    
## PC2734      -4.474e-04  3.075e-04   -1.455 0.146869    
## PC2735       2.481e-04  2.817e-04    0.880 0.379447    
## PC2736       5.260e-06  3.282e-04    0.016 0.987228    
## PC2737       1.409e-04  3.050e-04    0.462 0.644510    
## PC2738       1.119e-03  3.009e-04    3.720 0.000246 ***
## PC2739       4.659e-04  2.982e-04    1.562 0.119488    
## PC2740      -4.723e-04  2.979e-04   -1.585 0.114134    
## PC2741      -3.591e-04  2.784e-04   -1.290 0.198276    
## PC2742       6.546e-05  2.919e-04    0.224 0.822725    
## PC2743       4.946e-04  3.015e-04    1.641 0.102118    
## PC2744       7.472e-04  3.111e-04    2.402 0.017044 *  
## PC2745       4.430e-04  3.269e-04    1.355 0.176579    
## PC2746       1.751e-04  2.712e-04    0.645 0.519217    
## PC2747       2.171e-04  3.244e-04    0.669 0.503927    
## PC2748       2.301e-04  2.961e-04    0.777 0.437870    
## PC2749      -2.366e-04  3.129e-04   -0.756 0.450372    
## PC2750       4.995e-04  3.243e-04    1.540 0.124709    
## PC2751      -8.864e-05  3.025e-04   -0.293 0.769745    
## PC2752      -3.472e-04  2.867e-04   -1.211 0.227130    
## PC2753      -1.851e-04  2.939e-04   -0.630 0.529436    
## PC2754      -7.077e-04  3.139e-04   -2.254 0.025039 *  
## PC2755      -4.438e-04  3.208e-04   -1.384 0.167715    
## PC2756      -1.087e-04  2.927e-04   -0.371 0.710749    
## PC2757      -4.110e-04  2.958e-04   -1.390 0.165897    
## PC2758      -1.445e-04  3.030e-04   -0.477 0.633888    
## PC2759       1.291e-04  2.975e-04    0.434 0.664643    
## PC2760       8.302e-04  3.088e-04    2.689 0.007644 ** 
## PC2761      -2.929e-04  2.922e-04   -1.002 0.317119    
## PC2762      -7.641e-04  3.089e-04   -2.473 0.014037 *  
## PC2763       1.290e-04  3.074e-04    0.420 0.674964    
## PC2764       2.062e-04  2.964e-04    0.696 0.487246    
## PC2765      -2.361e-04  2.984e-04   -0.791 0.429576    
## PC2766       4.844e-04  3.032e-04    1.598 0.111382    
## PC2767       1.402e-04  2.925e-04    0.479 0.632210    
## PC2768      -1.032e-04  3.200e-04   -0.323 0.747211    
## PC2769      -3.522e-04  3.106e-04   -1.134 0.257918    
## PC2770      -4.624e-04  3.338e-04   -1.385 0.167122    
## PC2771       4.973e-04  2.893e-04    1.719 0.086852 .  
## PC2772       3.560e-05  3.198e-04    0.111 0.911429    
## PC2773      -3.217e-04  3.081e-04   -1.044 0.297472    
## PC2774      -4.011e-05  3.083e-04   -0.130 0.896587    
## PC2775       3.517e-05  3.390e-04    0.104 0.917444    
## PC2776       1.207e-03  3.290e-04    3.669 0.000297 ***
## PC2777      -6.528e-04  2.950e-04   -2.213 0.027803 *  
## PC2778      -2.788e-04  2.899e-04   -0.962 0.336996    
## PC2779      -3.629e-04  2.856e-04   -1.271 0.204962    
## PC2780       1.865e-04  2.859e-04    0.652 0.514768    
## PC2781       1.525e-04  3.140e-04    0.486 0.627713    
## PC2782       1.088e-05  3.204e-04    0.034 0.972942    
## PC2783      -2.532e-04  3.173e-04   -0.798 0.425591    
## PC2784       1.781e-05  3.114e-04    0.057 0.954427    
## PC2785       5.184e-04  3.205e-04    1.617 0.107027    
## PC2786      -1.127e-04  3.024e-04   -0.373 0.709617    
## PC2787      -1.282e-04  3.017e-04   -0.425 0.671144    
## PC2788      -3.663e-04  3.063e-04   -1.196 0.232797    
## PC2789      -7.027e-04  3.074e-04   -2.286 0.023098 *  
## PC2790      -1.124e-04  3.073e-04   -0.366 0.714776    
## PC2791      -8.551e-06  3.097e-04   -0.028 0.977991    
## PC2792       2.361e-05  2.821e-04    0.084 0.933355    
## PC2793      -2.752e-04  2.773e-04   -0.992 0.322048    
## PC2794       1.449e-04  3.202e-04    0.452 0.651418    
## PC2795       1.571e-04  3.311e-04    0.474 0.635701    
## PC2796      -9.782e-05  2.859e-04   -0.342 0.732554    
## PC2797       7.864e-05  3.083e-04    0.255 0.798865    
## PC2798       4.725e-04  3.096e-04    1.526 0.128202    
## PC2799       4.339e-05  3.037e-04    0.143 0.886505    
## PC2800      -1.004e-04  3.231e-04   -0.311 0.756178    
## PC2801       9.055e-04  2.952e-04    3.067 0.002397 ** 
## PC2802      -5.188e-05  2.878e-04   -0.180 0.857075    
## PC2803       2.726e-04  2.899e-04    0.940 0.347982    
## PC2804       3.836e-05  3.049e-04    0.126 0.899969    
## PC2805      -8.745e-05  3.050e-04   -0.287 0.774561    
## PC2806       3.713e-04  3.049e-04    1.218 0.224392    
## PC2807      -2.766e-04  3.134e-04   -0.883 0.378201    
## PC2808      -1.600e-04  2.901e-04   -0.552 0.581642    
## PC2809      -2.216e-04  2.927e-04   -0.757 0.449798    
## PC2810       6.402e-06  2.843e-04    0.023 0.982052    
## PC2811       4.137e-04  3.004e-04    1.377 0.169608    
## PC2812       2.710e-04  3.052e-04    0.888 0.375250    
## PC2813       5.407e-04  3.260e-04    1.659 0.098369 .  
## PC2814      -7.022e-04  3.185e-04   -2.205 0.028371 *  
## PC2815       5.178e-04  3.291e-04    1.573 0.116849    
## PC2816       4.092e-04  2.969e-04    1.378 0.169301    
## PC2817      -1.515e-04  3.046e-04   -0.498 0.619255    
## PC2818       3.899e-04  3.224e-04    1.209 0.227654    
## PC2819       4.892e-05  2.861e-04    0.171 0.864346    
## PC2820      -3.413e-04  3.056e-04   -1.117 0.265158    
## PC2821      -1.529e-04  3.093e-04   -0.495 0.621366    
## PC2822      -3.423e-04  3.089e-04   -1.108 0.268757    
## PC2823      -6.727e-04  2.914e-04   -2.308 0.021784 *  
## PC2824       1.769e-04  2.960e-04    0.597 0.550756    
## PC2825       2.295e-04  2.968e-04    0.773 0.440165    
## PC2826      -1.592e-04  3.116e-04   -0.511 0.609870    
## PC2827      -1.587e-05  3.138e-04   -0.051 0.959704    
## PC2828      -4.861e-04  2.829e-04   -1.718 0.086970 .  
## PC2829      -3.759e-05  2.960e-04   -0.127 0.899023    
## PC2830       1.245e-03  3.179e-04    3.915 0.000116 ***
## PC2831      -2.485e-04  3.276e-04   -0.759 0.448720    
## PC2832       1.358e-04  3.214e-04    0.422 0.673101    
## PC2833       4.443e-04  2.973e-04    1.494 0.136331    
## PC2834      -6.129e-04  3.046e-04   -2.012 0.045269 *  
## PC2835       7.476e-04  3.290e-04    2.272 0.023917 *  
## PC2836       3.064e-04  3.044e-04    1.007 0.315115    
## PC2837      -3.599e-04  3.227e-04   -1.115 0.265723    
## PC2838      -4.566e-05  3.014e-04   -0.151 0.879707    
## PC2839       5.077e-04  2.832e-04    1.792 0.074246 .  
## PC2840       9.638e-05  2.940e-04    0.328 0.743280    
## PC2841      -4.213e-04  3.097e-04   -1.360 0.174896    
## PC2842      -5.200e-04  3.233e-04   -1.608 0.109016    
## PC2843       2.118e-04  3.427e-04    0.618 0.537106    
## PC2844       3.716e-04  3.185e-04    1.167 0.244428    
## PC2845      -1.158e-04  3.062e-04   -0.378 0.705678    
## PC2846      -6.355e-05  3.043e-04   -0.209 0.834747    
## PC2847      -5.329e-04  3.136e-04   -1.699 0.090458 .  
## PC2848      -1.818e-04  2.857e-04   -0.636 0.525157    
## PC2849      -8.454e-04  3.065e-04   -2.758 0.006235 ** 
## PC2850       4.293e-05  3.129e-04    0.137 0.890981    
## PC2851      -3.492e-04  3.092e-04   -1.129 0.259804    
## PC2852       1.503e-04  2.991e-04    0.503 0.615646    
## PC2853      -3.594e-04  3.009e-04   -1.195 0.233296    
## PC2854       5.953e-04  3.140e-04    1.896 0.059103 .  
## PC2855      -7.649e-05  2.884e-04   -0.265 0.791072    
## PC2856      -4.565e-04  3.178e-04   -1.437 0.152077    
## PC2857      -1.989e-04  3.127e-04   -0.636 0.525361    
## PC2858      -4.356e-04  3.147e-04   -1.384 0.167591    
## PC2859      -3.604e-04  3.130e-04   -1.151 0.250736    
## PC2860      -1.971e-04  3.169e-04   -0.622 0.534573    
## PC2861      -5.581e-04  2.901e-04   -1.924 0.055471 .  
## PC2862       5.289e-05  2.760e-04    0.192 0.848151    
## PC2863      -3.407e-04  2.978e-04   -1.144 0.253663    
## PC2864       4.043e-04  3.394e-04    1.191 0.234778    
## PC2865       3.602e-04  2.942e-04    1.225 0.221881    
## PC2866      -3.903e-04  2.994e-04   -1.304 0.193549    
## PC2867      -5.210e-04  3.087e-04   -1.688 0.092702 .  
## PC2868       1.321e-04  3.016e-04    0.438 0.661773    
## PC2869      -5.530e-04  3.119e-04   -1.773 0.077395 .  
## PC2870      -1.144e-04  2.942e-04   -0.389 0.697837    
## PC2871       5.361e-04  3.179e-04    1.686 0.092956 .  
## PC2872      -1.180e-04  3.036e-04   -0.389 0.697774    
## PC2873       5.450e-04  3.162e-04    1.724 0.085948 .  
## PC2874       2.067e-04  3.142e-04    0.658 0.511130    
## PC2875       3.132e-04  2.848e-04    1.100 0.272514    
## PC2876      -1.949e-05  3.213e-04   -0.061 0.951677    
## PC2877      -6.036e-04  2.977e-04   -2.028 0.043648 *  
## PC2878      -6.801e-04  3.016e-04   -2.255 0.025001 *  
## PC2879       8.481e-05  2.867e-04    0.296 0.767611    
## PC2880       8.708e-05  3.129e-04    0.278 0.781027    
## PC2881       3.614e-04  3.229e-04    1.119 0.264053    
## PC2882       7.530e-04  2.992e-04    2.517 0.012461 *  
## PC2883       5.167e-04  3.025e-04    1.708 0.088833 .  
## PC2884       2.014e-04  3.131e-04    0.643 0.520705    
## PC2885      -1.149e-04  3.005e-04   -0.383 0.702395    
## PC2886      -2.532e-04  2.938e-04   -0.862 0.389694    
## PC2887       2.862e-04  2.898e-04    0.988 0.324255    
## PC2888       3.924e-04  3.078e-04    1.275 0.203468    
## PC2889      -1.286e-04  2.950e-04   -0.436 0.663244    
## PC2890      -4.699e-05  3.075e-04   -0.153 0.878673    
## PC2891      -1.296e-03  3.157e-04   -4.107 5.40e-05 ***
## PC2892       2.138e-04  2.819e-04    0.759 0.448816    
## PC2893      -3.886e-04  3.145e-04   -1.236 0.217763    
## PC2894      -7.296e-04  2.978e-04   -2.450 0.014949 *  
## PC2895       7.266e-05  3.092e-04    0.235 0.814398    
## PC2896       1.038e-04  2.924e-04    0.355 0.722789    
## PC2897       6.169e-04  3.029e-04    2.036 0.042769 *  
## PC2898      -5.105e-04  3.145e-04   -1.623 0.105860    
## PC2899       3.154e-04  3.164e-04    0.997 0.319815    
## PC2900       2.238e-06  3.077e-04    0.007 0.994203    
## PC2901      -3.225e-04  2.764e-04   -1.167 0.244433    
## PC2902      -2.023e-04  3.277e-04   -0.617 0.537677    
## PC2903      -2.838e-04  3.121e-04   -0.909 0.364010    
## PC2904      -4.574e-04  3.053e-04   -1.498 0.135295    
## PC2905      -5.871e-04  3.108e-04   -1.889 0.060052 .  
## PC2906       3.749e-04  3.235e-04    1.159 0.247595    
## PC2907      -5.676e-04  2.848e-04   -1.993 0.047353 *  
## PC2908      -3.594e-04  3.021e-04   -1.190 0.235323    
## PC2909       3.841e-04  3.204e-04    1.199 0.231691    
## PC2910      -8.378e-05  3.190e-04   -0.263 0.793050    
## PC2911      -2.080e-04  2.968e-04   -0.701 0.483971    
## PC2912       2.681e-05  2.927e-04    0.092 0.927068    
## PC2913       1.029e-04  2.937e-04    0.350 0.726350    
## PC2914      -1.047e-04  3.023e-04   -0.346 0.729348    
## PC2915       2.818e-04  3.135e-04    0.899 0.369514    
## PC2916       4.191e-05  2.956e-04    0.142 0.887356    
## PC2917       4.455e-05  3.121e-04    0.143 0.886632    
## PC2918      -5.594e-04  3.290e-04   -1.700 0.090261 .  
## PC2919       8.789e-06  3.001e-04    0.029 0.976663    
## PC2920       2.263e-04  2.978e-04    0.760 0.447945    
## PC2921      -2.917e-04  3.103e-04   -0.940 0.348170    
## PC2922      -1.467e-04  2.994e-04   -0.490 0.624643    
## PC2923      -3.814e-04  3.064e-04   -1.245 0.214286    
## PC2924      -5.074e-04  3.444e-04   -1.473 0.141993    
## PC2925       4.308e-04  2.929e-04    1.471 0.142532    
## PC2926       1.933e-04  3.202e-04    0.604 0.546587    
## PC2927      -1.097e-04  3.347e-04   -0.328 0.743355    
## PC2928       1.818e-04  2.910e-04    0.625 0.532687    
## PC2929       5.649e-04  2.850e-04    1.982 0.048554 *  
## PC2930      -8.041e-05  3.184e-04   -0.253 0.800823    
## PC2931      -6.326e-04  2.852e-04   -2.218 0.027416 *  
## PC2932      -2.033e-04  3.093e-04   -0.657 0.511648    
## PC2933       2.068e-04  3.334e-04    0.620 0.535678    
## PC2934      -7.467e-05  3.017e-04   -0.247 0.804735    
## PC2935       4.275e-04  3.046e-04    1.403 0.161740    
## PC2936       8.690e-04  3.133e-04    2.774 0.005947 ** 
## PC2937       5.279e-05  3.023e-04    0.175 0.861523    
## PC2938       9.309e-04  3.249e-04    2.865 0.004514 ** 
## PC2939      -5.859e-04  3.144e-04   -1.864 0.063531 .  
## PC2940       1.013e-05  3.231e-04    0.031 0.975009    
## PC2941      -1.058e-04  3.217e-04   -0.329 0.742536    
## PC2942       2.152e-04  2.992e-04    0.719 0.472586    
## PC2943       4.206e-05  3.064e-04    0.137 0.890926    
## PC2944      -6.208e-05  3.316e-04   -0.187 0.851631    
## PC2945      -6.047e-04  3.004e-04   -2.013 0.045210 *  
## PC2946      -4.905e-04  2.959e-04   -1.658 0.098653 .  
## PC2947      -5.632e-04  3.135e-04   -1.797 0.073543 .  
## PC2948      -2.726e-04  3.090e-04   -0.882 0.378404    
## PC2949       3.831e-04  3.246e-04    1.180 0.238938    
## PC2950       1.035e-03  3.091e-04    3.348 0.000939 ***
## PC2951       4.129e-04  3.026e-04    1.364 0.173693    
## PC2952       3.570e-04  3.062e-04    1.166 0.244725    
## PC2953      -5.107e-05  3.081e-04   -0.166 0.868487    
## PC2954      -1.184e-04  3.006e-04   -0.394 0.694070    
## PC2955       2.526e-04  2.860e-04    0.883 0.377848    
## PC2956      -3.626e-04  3.106e-04   -1.167 0.244263    
## PC2957      -1.712e-04  3.241e-04   -0.528 0.597750    
## PC2958      -1.056e-04  2.838e-04   -0.372 0.710126    
## PC2959      -7.877e-04  3.212e-04   -2.452 0.014866 *  
## PC2960      -1.202e-04  3.176e-04   -0.379 0.705265    
## PC2961       4.793e-05  3.081e-04    0.156 0.876495    
## PC2962      -3.545e-04  2.917e-04   -1.215 0.225418    
## PC2963      -5.863e-04  2.822e-04   -2.077 0.038771 *  
## PC2964       6.086e-04  3.185e-04    1.911 0.057132 .  
## PC2965      -5.390e-05  3.201e-04   -0.168 0.866414    
## PC2966      -5.336e-04  3.095e-04   -1.724 0.085838 .  
## PC2967      -8.176e-04  3.074e-04   -2.660 0.008317 ** 
## PC2968       2.994e-05  3.010e-04    0.099 0.920846    
## PC2969      -4.451e-04  3.062e-04   -1.454 0.147239    
## PC2970      -6.047e-04  3.178e-04   -1.903 0.058166 .  
## PC2971      -5.846e-05  3.130e-04   -0.187 0.851991    
## PC2972       6.420e-05  3.138e-04    0.205 0.838044    
## PC2973       1.746e-04  2.969e-04    0.588 0.557083    
## PC2974      -3.004e-04  3.105e-04   -0.968 0.334187    
## PC2975       4.737e-04  2.914e-04    1.626 0.105235    
## PC2976      -4.428e-04  3.134e-04   -1.413 0.158987    
## PC2977       3.388e-04  2.934e-04    1.154 0.249411    
## PC2978       6.515e-04  3.220e-04    2.023 0.044104 *  
## PC2979       2.205e-04  3.096e-04    0.712 0.476992    
## PC2980       7.230e-04  3.167e-04    2.283 0.023258 *  
## PC2981       2.456e-04  3.191e-04    0.769 0.442312    
## PC2982      -3.705e-05  2.866e-04   -0.129 0.897247    
## PC2983      -3.773e-04  3.077e-04   -1.226 0.221238    
## PC2984       2.219e-04  3.280e-04    0.677 0.499279    
## PC2985       3.924e-04  3.171e-04    1.237 0.217132    
## PC2986      -1.201e-04  3.069e-04   -0.391 0.695882    
## PC2987      -6.257e-05  3.424e-04   -0.183 0.855127    
## PC2988      -4.496e-04  3.170e-04   -1.418 0.157326    
## PC2989       1.350e-04  3.095e-04    0.436 0.663028    
## PC2990      -6.089e-04  3.154e-04   -1.931 0.054652 .  
## PC2991      -2.778e-04  3.167e-04   -0.877 0.381215    
## PC2992      -4.135e-05  3.094e-04   -0.134 0.893786    
## PC2993      -2.158e-04  2.968e-04   -0.727 0.467970    
## PC2994       1.242e-04  3.112e-04    0.399 0.690173    
## PC2995      -6.470e-04  3.318e-04   -1.950 0.052280 .  
## PC2996       5.500e-04  3.073e-04    1.790 0.074688 .  
## PC2997      -2.488e-04  3.173e-04   -0.784 0.433791    
## PC2998       2.226e-04  3.026e-04    0.736 0.462702    
## PC2999       4.115e-04  2.972e-04    1.384 0.167425    
## PC3000       3.193e-04  2.936e-04    1.087 0.277906    
## PC3001      -1.178e-04  3.040e-04   -0.388 0.698652    
## PC3002       8.930e-05  3.013e-04    0.296 0.767132    
## PC3003       5.077e-04  2.975e-04    1.706 0.089184 .  
## PC3004      -4.423e-04  3.240e-04   -1.365 0.173381    
## PC3005       2.054e-04  2.988e-04    0.687 0.492453    
## PC3006       3.372e-04  3.279e-04    1.029 0.304685    
## PC3007      -3.604e-04  2.903e-04   -1.242 0.215542    
## PC3008       5.321e-05  2.900e-04    0.184 0.854543    
## PC3009      -5.701e-04  3.058e-04   -1.864 0.063455 .  
## PC3010       3.666e-04  2.911e-04    1.259 0.209101    
## PC3011       1.258e-04  2.934e-04    0.429 0.668553    
## PC3012      -8.347e-04  3.125e-04   -2.671 0.008061 ** 
## PC3013       4.976e-04  2.975e-04    1.673 0.095626 .  
## PC3014      -1.870e-04  3.021e-04   -0.619 0.536555    
## PC3015       2.517e-04  3.430e-04    0.734 0.463830    
## PC3016      -3.936e-04  3.208e-04   -1.227 0.220972    
## PC3017       2.000e-05  3.092e-04    0.065 0.948470    
## PC3018      -8.451e-05  3.020e-04   -0.280 0.779822    
## PC3019       5.328e-04  2.849e-04    1.870 0.062662 .  
## PC3020       2.939e-04  3.133e-04    0.938 0.349109    
## PC3021      -3.421e-04  3.365e-04   -1.016 0.310368    
## PC3022       3.910e-05  3.022e-04    0.129 0.897168    
## PC3023       1.122e-04  3.126e-04    0.359 0.719982    
## PC3024      -1.624e-04  3.104e-04   -0.523 0.601301    
## PC3025      -3.261e-04  3.056e-04   -1.067 0.287014    
## PC3026       2.461e-04  3.177e-04    0.775 0.439212    
## PC3027      -8.706e-04  3.070e-04   -2.836 0.004937 ** 
## PC3028      -1.073e-04  2.897e-04   -0.371 0.711258    
## PC3029       2.644e-04  3.055e-04    0.865 0.387679    
## PC3030      -3.282e-04  3.028e-04   -1.084 0.279536    
## PC3031      -2.069e-06  3.301e-04   -0.006 0.995005    
## PC3032      -2.876e-04  3.069e-04   -0.937 0.349674    
## PC3033      -2.630e-04  3.466e-04   -0.759 0.448559    
## PC3034       2.150e-04  3.255e-04    0.660 0.509544    
## PC3035      -9.582e-05  3.008e-04   -0.319 0.750346    
## PC3036      -1.814e-04  3.154e-04   -0.575 0.565716    
## PC3037      -3.063e-04  3.230e-04   -0.948 0.343865    
## PC3038      -5.314e-04  3.126e-04   -1.700 0.090340 .  
## PC3039      -3.543e-04  3.151e-04   -1.124 0.261939    
## PC3040       1.914e-04  3.237e-04    0.591 0.554720    
## PC3041       2.692e-04  3.361e-04    0.801 0.423973    
## PC3042       2.869e-05  3.246e-04    0.088 0.929648    
## PC3043       6.541e-04  2.987e-04    2.190 0.029442 *  
## PC3044       3.350e-05  3.063e-04    0.109 0.913007    
## PC3045      -5.051e-04  2.969e-04   -1.701 0.090161 .  
## PC3046       3.557e-04  3.057e-04    1.164 0.245644    
## PC3047       3.415e-04  3.010e-04    1.134 0.257660    
## PC3048       3.794e-04  2.950e-04    1.286 0.199523    
## PC3049       9.175e-04  3.027e-04    3.031 0.002692 ** 
## PC3050      -3.936e-04  3.009e-04   -1.308 0.192011    
## PC3051      -2.834e-04  3.270e-04   -0.866 0.387044    
## PC3052      -4.382e-05  3.261e-04   -0.134 0.893203    
## PC3053      -9.287e-05  2.988e-04   -0.311 0.756215    
## PC3054       2.541e-04  3.102e-04    0.819 0.413475    
## PC3055       2.120e-04  2.982e-04    0.711 0.477841    
## PC3056      -8.595e-05  3.220e-04   -0.267 0.789769    
## PC3057       2.195e-04  3.364e-04    0.652 0.514819    
## PC3058      -6.135e-04  3.042e-04   -2.017 0.044789 *  
## PC3059      -2.121e-04  3.034e-04   -0.699 0.485228    
## PC3060       5.862e-04  3.092e-04    1.896 0.059128 .  
## PC3061      -3.839e-06  3.038e-04   -0.013 0.989928    
## PC3062      -3.795e-04  3.233e-04   -1.174 0.241592    
## PC3063      -1.199e-04  3.116e-04   -0.385 0.700583    
## PC3064      -4.814e-04  3.189e-04   -1.509 0.132467    
## PC3065      -3.742e-04  3.489e-04   -1.072 0.284571    
## PC3066      -1.111e-04  3.197e-04   -0.348 0.728466    
## PC3067       7.332e-04  3.052e-04    2.403 0.016995 *  
## PC3068       1.072e-04  3.198e-04    0.335 0.737832    
## PC3069       1.446e-04  3.099e-04    0.466 0.641307    
## PC3070       3.340e-04  3.377e-04    0.989 0.323601    
## PC3071      -1.764e-04  3.143e-04   -0.561 0.575047    
## PC3072      -7.885e-04  2.919e-04   -2.702 0.007365 ** 
## PC3073       5.378e-04  3.114e-04    1.727 0.085357 .  
## PC3074      -6.829e-05  3.162e-04   -0.216 0.829170    
## PC3075       4.764e-04  2.991e-04    1.593 0.112463    
## PC3076      -1.086e-04  3.176e-04   -0.342 0.732627    
## PC3077      -6.467e-04  3.016e-04   -2.144 0.033001 *  
## PC3078      -6.761e-05  3.234e-04   -0.209 0.834555    
## PC3079      -2.552e-04  3.022e-04   -0.844 0.399204    
## PC3080      -1.481e-04  3.100e-04   -0.478 0.633174    
## PC3081      -5.983e-04  3.183e-04   -1.880 0.061291 .  
## PC3082      -2.349e-05  3.257e-04   -0.072 0.942558    
## PC3083       1.532e-04  3.125e-04    0.490 0.624412    
## PC3084       2.190e-04  3.268e-04    0.670 0.503338    
## PC3085      -4.387e-05  3.209e-04   -0.137 0.891363    
## PC3086      -4.255e-04  3.139e-04   -1.355 0.176482    
## PC3087       1.847e-04  2.996e-04    0.616 0.538212    
## PC3088      -2.329e-04  3.454e-04   -0.674 0.500746    
## PC3089       9.521e-04  3.295e-04    2.890 0.004190 ** 
## PC3090       1.755e-04  3.367e-04    0.521 0.602744    
## PC3091      -3.862e-04  3.122e-04   -1.237 0.217223    
## PC3092       3.298e-05  3.092e-04    0.107 0.915135    
## PC3093       3.858e-04  3.111e-04    1.240 0.216162    
## PC3094       1.370e-04  3.204e-04    0.428 0.669338    
## PC3095      -1.565e-04  3.200e-04   -0.489 0.625241    
## PC3096      -1.320e-04  3.087e-04   -0.428 0.669310    
## PC3097      -5.362e-04  3.298e-04   -1.626 0.105223    
## PC3098       2.430e-04  3.208e-04    0.757 0.449477    
## PC3099      -2.403e-04  3.037e-04   -0.791 0.429659    
## PC3100       7.103e-04  3.345e-04    2.124 0.034674 *  
## PC3101      -6.661e-04  3.257e-04   -2.045 0.041890 *  
## PC3102      -1.358e-04  3.298e-04   -0.412 0.680861    
## PC3103      -1.965e-04  3.025e-04   -0.649 0.516676    
## PC3104       4.233e-05  3.186e-04    0.133 0.894419    
## PC3105       3.494e-06  3.155e-04    0.011 0.991173    
## PC3106       5.442e-05  3.035e-04    0.179 0.857846    
## PC3107       5.907e-05  3.294e-04    0.179 0.857806    
## PC3108      -2.378e-04  3.265e-04   -0.728 0.467044    
## PC3109       4.523e-04  2.905e-04    1.557 0.120695    
## PC3110       1.791e-04  3.059e-04    0.585 0.558746    
## PC3111      -2.197e-04  3.079e-04   -0.714 0.476085    
## PC3112      -5.981e-04  3.120e-04   -1.917 0.056333 .  
## PC3113       3.368e-04  2.928e-04    1.150 0.251098    
## PC3114      -1.320e-04  3.092e-04   -0.427 0.669779    
## PC3115      -4.677e-05  2.871e-04   -0.163 0.870736    
## PC3116      -1.441e-04  3.309e-04   -0.436 0.663472    
## PC3117      -1.091e-03  3.182e-04   -3.427 0.000711 ***
## PC3118       1.127e-04  2.878e-04    0.392 0.695740    
## PC3119      -6.955e-04  3.267e-04   -2.129 0.034234 *  
## PC3120       4.327e-04  3.230e-04    1.339 0.181631    
## PC3121       3.668e-04  3.108e-04    1.180 0.238978    
## PC3122       1.144e-05  3.540e-04    0.032 0.974244    
## PC3123       2.084e-04  3.166e-04    0.658 0.511013    
## PC3124       2.208e-04  3.106e-04    0.711 0.477907    
## PC3125      -3.292e-05  3.156e-04   -0.104 0.917016    
## PC3126      -5.734e-04  2.960e-04   -1.937 0.053801 .  
## PC3127       6.027e-04  2.950e-04    2.043 0.042062 *  
## PC3128       1.235e-04  3.052e-04    0.405 0.686169    
## PC3129       4.135e-04  3.081e-04    1.342 0.180720    
## PC3130       4.082e-04  3.373e-04    1.210 0.227285    
## PC3131       1.240e-04  3.062e-04    0.405 0.685907    
## PC3132      -2.682e-04  3.154e-04   -0.850 0.395939    
## PC3133      -5.780e-04  3.030e-04   -1.908 0.057578 .  
## PC3134       3.975e-04  3.242e-04    1.226 0.221342    
## PC3135       1.154e-04  3.113e-04    0.371 0.711191    
## PC3136       1.646e-04  3.222e-04    0.511 0.609953    
## PC3137      -1.811e-04  3.150e-04   -0.575 0.565799    
## PC3138      -6.247e-04  3.398e-04   -1.838 0.067192 .  
## PC3139       2.410e-04  3.018e-04    0.798 0.425371    
## PC3140       6.343e-05  3.314e-04    0.191 0.848352    
## PC3141      -6.255e-04  3.157e-04   -1.981 0.048624 *  
## PC3142      -5.048e-04  3.157e-04   -1.599 0.111088    
## PC3143       2.084e-04  3.483e-04    0.599 0.550038    
## PC3144       3.459e-05  2.861e-04    0.121 0.903864    
## PC3145      -1.885e-04  3.324e-04   -0.567 0.571150    
## PC3146      -4.882e-04  2.962e-04   -1.648 0.100548    
## PC3147      -5.595e-04  3.052e-04   -1.833 0.067906 .  
## PC3148      -2.338e-04  3.151e-04   -0.742 0.458798    
## PC3149       4.875e-04  3.179e-04    1.534 0.126372    
## PC3150      -4.806e-04  3.025e-04   -1.589 0.113364    
## PC3151      -1.851e-04  3.267e-04   -0.567 0.571504    
## PC3152      -1.644e-04  3.139e-04   -0.524 0.600866    
## PC3153       2.951e-04  3.236e-04    0.912 0.362620    
## PC3154      -1.976e-04  3.327e-04   -0.594 0.553006    
## PC3155      -6.028e-04  3.254e-04   -1.852 0.065157 .  
## PC3156       4.327e-04  3.092e-04    1.400 0.162856    
## PC3157      -2.541e-04  3.120e-04   -0.814 0.416270    
## PC3158       1.131e-04  3.227e-04    0.351 0.726221    
## PC3159      -5.112e-04  3.004e-04   -1.702 0.090031 .  
## PC3160       1.939e-04  3.186e-04    0.609 0.543345    
## PC3161      -2.499e-04  3.010e-04   -0.830 0.407072    
## PC3162       1.729e-04  3.236e-04    0.534 0.593592    
## PC3163       3.603e-04  3.107e-04    1.160 0.247273    
## PC3164      -3.698e-04  2.810e-04   -1.316 0.189376    
## PC3165      -3.596e-04  3.161e-04   -1.137 0.256424    
## PC3166      -1.417e-04  3.060e-04   -0.463 0.643770    
## PC3167      -7.767e-05  3.128e-04   -0.248 0.804117    
## PC3168      -4.985e-05  3.219e-04   -0.155 0.877066    
## PC3169      -1.137e-04  3.224e-04   -0.353 0.724715    
## PC3170      -9.423e-05  3.224e-04   -0.292 0.770279    
## PC3171       2.848e-04  3.009e-04    0.947 0.344765    
## PC3172      -5.326e-04  2.983e-04   -1.786 0.075366 .  
## PC3173      -7.578e-05  3.364e-04   -0.225 0.821940    
## PC3174       5.866e-05  3.250e-04    0.180 0.856923    
## PC3175       5.921e-04  3.089e-04    1.917 0.056421 .  
## PC3176       2.077e-04  3.222e-04    0.645 0.519684    
## PC3177       2.514e-04  2.850e-04    0.882 0.378524    
## PC3178       4.617e-04  3.409e-04    1.354 0.176794    
## PC3179       1.019e-04  3.183e-04    0.320 0.749002    
## PC3180      -3.897e-05  3.207e-04   -0.122 0.903381    
## PC3181      -6.888e-05  3.078e-04   -0.224 0.823101    
## PC3182       4.623e-04  3.143e-04    1.471 0.142532    
## PC3183       4.615e-04  3.288e-04    1.404 0.161685    
## PC3184       2.741e-04  3.437e-04    0.798 0.425868    
## PC3185       3.965e-05  3.289e-04    0.121 0.904139    
## PC3186       3.403e-04  3.304e-04    1.030 0.303994    
## PC3187       2.899e-06  3.129e-04    0.009 0.992615    
## PC3188       4.441e-04  3.351e-04    1.325 0.186271    
## PC3189       1.905e-04  3.148e-04    0.605 0.545550    
## PC3190       3.584e-05  3.416e-04    0.105 0.916530    
## PC3191      -2.679e-04  3.029e-04   -0.884 0.377326    
## PC3192       1.977e-04  3.243e-04    0.610 0.542556    
## PC3193      -6.041e-04  3.072e-04   -1.966 0.050337 .  
## PC3194      -1.624e-04  3.265e-04   -0.497 0.619434    
## PC3195       5.848e-04  3.278e-04    1.784 0.075620 .  
## PC3196       1.506e-04  3.218e-04    0.468 0.640099    
## PC3197      -2.895e-04  3.415e-04   -0.848 0.397419    
## PC3198       2.920e-04  3.179e-04    0.918 0.359250    
## PC3199       5.461e-05  3.219e-04    0.170 0.865435    
## PC3200      -2.308e-04  3.297e-04   -0.700 0.484581    
## PC3201       2.061e-04  3.205e-04    0.643 0.520703    
## PC3202       4.402e-04  2.938e-04    1.498 0.135301    
## PC3203      -1.119e-04  3.272e-04   -0.342 0.732542    
## PC3204       2.454e-04  3.113e-04    0.788 0.431225    
## PC3205      -6.587e-04  3.156e-04   -2.087 0.037865 *  
## PC3206      -2.977e-04  3.038e-04   -0.980 0.327948    
## PC3207      -3.819e-04  3.120e-04   -1.224 0.222085    
## PC3208      -2.333e-04  3.168e-04   -0.736 0.462301    
## PC3209      -1.735e-04  3.124e-04   -0.555 0.579221    
## PC3210       4.280e-04  3.280e-04    1.305 0.193108    
## PC3211       1.573e-04  3.371e-04    0.467 0.641039    
## PC3212      -2.466e-04  3.143e-04   -0.784 0.433487    
## PC3213       6.137e-05  3.290e-04    0.187 0.852171    
## PC3214      -1.584e-04  2.829e-04   -0.560 0.575880    
## PC3215       3.069e-05  3.274e-04    0.094 0.925389    
## PC3216      -6.024e-04  3.218e-04   -1.872 0.062374 .  
## PC3217      -6.066e-05  3.268e-04   -0.186 0.852871    
## PC3218      -3.648e-06  3.396e-04   -0.011 0.991438    
## PC3219      -5.630e-04  3.158e-04   -1.783 0.075818 .  
## PC3220       5.314e-04  3.024e-04    1.758 0.080014 .  
## PC3221      -3.478e-05  3.347e-04   -0.104 0.917318    
## PC3222      -3.713e-04  3.110e-04   -1.194 0.233641    
## PC3223       6.081e-04  3.091e-04    1.967 0.050274 .  
## PC3224      -2.550e-04  2.913e-04   -0.875 0.382146    
## PC3225       1.092e-04  3.144e-04    0.347 0.728649    
## PC3226       4.128e-05  3.480e-04    0.119 0.905685    
## PC3227      -5.729e-04  3.103e-04   -1.846 0.066048 .  
## PC3228      -6.679e-04  3.194e-04   -2.091 0.037494 *  
## PC3229      -3.832e-04  3.269e-04   -1.172 0.242245    
## PC3230       6.799e-05  3.154e-04    0.216 0.829510    
## PC3231       1.592e-04  3.281e-04    0.485 0.627877    
## PC3232       3.554e-04  3.048e-04    1.166 0.244672    
## PC3233      -4.941e-04  3.109e-04   -1.589 0.113273    
## PC3234       4.038e-04  3.129e-04    1.290 0.198124    
## PC3235      -3.255e-04  2.938e-04   -1.108 0.268944    
## PC3236      -9.135e-04  3.177e-04   -2.875 0.004380 ** 
## PC3237       4.571e-05  3.222e-04    0.142 0.887292    
## PC3238      -1.027e-04  3.266e-04   -0.314 0.753512    
## PC3239       5.711e-04  3.236e-04    1.765 0.078829 .  
## PC3240      -1.535e-04  3.192e-04   -0.481 0.631056    
## PC3241      -5.389e-04  3.124e-04   -1.725 0.085712 .  
## PC3242      -3.579e-04  3.094e-04   -1.157 0.248543    
## PC3243      -6.769e-05  3.263e-04   -0.207 0.835837    
## PC3244      -3.878e-04  2.974e-04   -1.304 0.193517    
## PC3245      -7.586e-06  3.347e-04   -0.023 0.981934    
## PC3246      -3.844e-04  2.984e-04   -1.288 0.198929    
## PC3247       7.685e-06  3.209e-04    0.024 0.980914    
## PC3248       1.678e-04  3.201e-04    0.524 0.600524    
## PC3249       1.401e-04  3.322e-04    0.422 0.673607    
## PC3250       1.492e-04  3.231e-04    0.462 0.644729    
## PC3251       2.042e-05  3.513e-04    0.058 0.953693    
## PC3252      -1.509e-04  3.054e-04   -0.494 0.621695    
## PC3253      -6.604e-04  3.023e-04   -2.185 0.029834 *  
## PC3254       2.978e-04  3.170e-04    0.939 0.348420    
## PC3255      -2.523e-04  3.164e-04   -0.797 0.426045    
## PC3256      -4.365e-04  3.276e-04   -1.332 0.183963    
## PC3257       6.736e-04  3.437e-04    1.960 0.051114 .  
## PC3258       2.486e-04  3.351e-04    0.742 0.458815    
## PC3259       2.201e-04  3.250e-04    0.677 0.498884    
## PC3260       6.191e-04  3.294e-04    1.879 0.061364 .  
## PC3261      -1.080e-03  3.216e-04   -3.357 0.000909 ***
## PC3262       1.177e-04  3.303e-04    0.356 0.721829    
## PC3263      -3.252e-04  3.151e-04   -1.032 0.302940    
## PC3264       5.329e-04  3.296e-04    1.617 0.107140    
## PC3265      -8.629e-04  3.278e-04   -2.632 0.009010 ** 
## PC3266       6.041e-04  3.251e-04    1.858 0.064318 .  
## PC3267      -1.472e-04  2.986e-04   -0.493 0.622488    
## PC3268      -6.160e-04  3.224e-04   -1.911 0.057156 .  
## PC3269      -3.965e-05  3.116e-04   -0.127 0.898837    
## PC3270      -8.716e-05  3.264e-04   -0.267 0.789645    
## PC3271      -4.820e-04  3.364e-04   -1.433 0.153119    
## PC3272      -2.375e-04  3.426e-04   -0.693 0.488826    
## PC3273       2.135e-04  3.100e-04    0.689 0.491584    
## PC3274      -2.262e-04  3.309e-04   -0.684 0.494896    
## PC3275       4.537e-05  3.176e-04    0.143 0.886518    
## PC3276      -3.045e-04  3.340e-04   -0.912 0.362889    
## PC3277       5.982e-04  3.247e-04    1.842 0.066605 .  
## PC3278      -3.273e-05  3.182e-04   -0.103 0.918154    
## PC3279       1.049e-04  2.985e-04    0.351 0.725597    
## PC3280       2.230e-04  3.141e-04    0.710 0.478372    
## PC3281       1.299e-04  3.113e-04    0.417 0.676897    
## PC3282       6.269e-04  3.146e-04    1.992 0.047391 *  
## PC3283      -1.910e-04  3.315e-04   -0.576 0.565032    
## PC3284      -2.692e-05  3.129e-04   -0.086 0.931515    
## PC3285      -1.950e-04  3.105e-04   -0.628 0.530535    
## PC3286      -1.073e-04  3.007e-04   -0.357 0.721573    
## PC3287       2.441e-04  3.047e-04    0.801 0.423863    
## PC3288      -5.878e-04  3.116e-04   -1.886 0.060372 .  
## PC3289       4.931e-04  3.427e-04    1.439 0.151390    
## PC3290       1.080e-03  3.439e-04    3.141 0.001880 ** 
## PC3291       2.301e-04  3.196e-04    0.720 0.472144    
## PC3292       3.153e-04  3.019e-04    1.044 0.297399    
## PC3293       2.942e-04  3.208e-04    0.917 0.359980    
## PC3294       2.886e-04  3.039e-04    0.949 0.343273    
## PC3295       4.487e-04  3.257e-04    1.378 0.169542    
## PC3296       3.557e-04  3.037e-04    1.172 0.242493    
## PC3297      -4.463e-04  3.048e-04   -1.464 0.144337    
## PC3298       1.857e-04  3.239e-04    0.573 0.566912    
## PC3299       5.623e-04  3.450e-04    1.630 0.104361    
## PC3300      -1.595e-04  3.319e-04   -0.481 0.631238    
## PC3301      -3.803e-04  3.434e-04   -1.107 0.269136    
## PC3302      -2.039e-04  3.091e-04   -0.660 0.510143    
## PC3303      -1.350e-04  3.036e-04   -0.445 0.656996    
## PC3304       1.155e-04  3.064e-04    0.377 0.706539    
## PC3305       1.197e-04  3.389e-04    0.353 0.724147    
## PC3306      -1.117e-04  3.055e-04   -0.366 0.714989    
## PC3307       1.374e-05  3.224e-04    0.043 0.966047    
## PC3308       2.364e-04  3.192e-04    0.741 0.459495    
## PC3309       5.364e-04  3.292e-04    1.629 0.104484    
## PC3310      -2.054e-04  3.155e-04   -0.651 0.515689    
## PC3311      -6.801e-05  3.446e-04   -0.197 0.843707    
## PC3312      -1.815e-04  3.092e-04   -0.587 0.557756    
## PC3313      -3.443e-04  3.241e-04   -1.062 0.289074    
## PC3314       3.684e-04  3.120e-04    1.180 0.238906    
## PC3315       2.666e-04  3.212e-04    0.830 0.407196    
## PC3316       1.738e-04  3.143e-04    0.553 0.580814    
## PC3317      -7.762e-04  3.306e-04   -2.348 0.019660 *  
## PC3318      -1.659e-04  3.055e-04   -0.543 0.587507    
## PC3319       2.005e-04  3.114e-04    0.644 0.520210    
## PC3320       3.431e-04  3.263e-04    1.052 0.294004    
## PC3321      -1.038e-03  3.232e-04   -3.212 0.001490 ** 
## PC3322       4.012e-04  3.168e-04    1.267 0.206466    
## PC3323       1.370e-04  3.359e-04    0.408 0.683764    
## PC3324       2.994e-04  3.269e-04    0.916 0.360542    
## PC3325      -4.558e-04  3.245e-04   -1.405 0.161292    
## PC3326       3.958e-04  3.351e-04    1.181 0.238651    
## PC3327      -3.144e-04  3.259e-04   -0.964 0.335735    
## PC3328      -6.296e-05  3.337e-04   -0.189 0.850495    
## PC3329      -3.614e-04  3.175e-04   -1.138 0.256077    
## PC3330       5.405e-04  3.334e-04    1.621 0.106261    
## PC3331      -5.941e-04  3.163e-04   -1.878 0.061502 .  
## PC3332      -1.190e-04  3.061e-04   -0.389 0.697805    
## PC3333       4.796e-04  3.173e-04    1.512 0.131877    
## PC3334      -1.019e-05  3.257e-04   -0.031 0.975077    
## PC3335      -7.830e-04  3.241e-04   -2.416 0.016400 *  
## PC3336       2.710e-04  3.270e-04    0.829 0.407966    
## PC3337      -4.181e-04  3.226e-04   -1.296 0.196183    
## PC3338      -5.125e-04  3.264e-04   -1.570 0.117589    
## PC3339       3.432e-04  3.073e-04    1.117 0.265063    
## PC3340       2.736e-04  3.413e-04    0.802 0.423543    
## PC3341       5.146e-04  3.055e-04    1.685 0.093304 .  
## PC3342       1.366e-04  3.210e-04    0.426 0.670819    
## PC3343      -4.327e-04  3.261e-04   -1.327 0.185632    
## PC3344      -9.532e-04  3.166e-04   -3.011 0.002869 ** 
## PC3345       2.766e-04  2.893e-04    0.956 0.340068    
## PC3346      -2.695e-04  3.202e-04   -0.841 0.400869    
## PC3347       3.156e-04  3.333e-04    0.947 0.344664    
## PC3348      -4.267e-04  3.198e-04   -1.334 0.183283    
## PC3349       4.413e-04  3.433e-04    1.285 0.199828    
## PC3350      -6.645e-05  3.440e-04   -0.193 0.846983    
## PC3351      -7.346e-04  3.139e-04   -2.340 0.020041 *  
## PC3352      -4.189e-04  3.370e-04   -1.243 0.215056    
## PC3353      -5.804e-04  3.434e-04   -1.690 0.092253 .  
## PC3354      -3.449e-05  3.124e-04   -0.110 0.912174    
## PC3355      -3.218e-04  3.442e-04   -0.935 0.350759    
## PC3356       5.382e-05  3.460e-04    0.156 0.876508    
## PC3357      -5.284e-04  3.123e-04   -1.692 0.091839 .  
## PC3358      -6.022e-04  3.153e-04   -1.910 0.057279 .  
## PC3359      -5.104e-04  3.149e-04   -1.621 0.106287    
## PC3360      -9.805e-05  3.167e-04   -0.310 0.757123    
## PC3361      -4.770e-04  3.123e-04   -1.527 0.127969    
## PC3362      -2.441e-04  3.177e-04   -0.768 0.442927    
## PC3363       6.783e-05  3.232e-04    0.210 0.833968    
## PC3364       2.495e-04  3.067e-04    0.814 0.416579    
## PC3365       3.632e-04  3.012e-04    1.206 0.229006    
## PC3366       5.720e-04  3.431e-04    1.667 0.096755 .  
## PC3367      -2.696e-04  3.305e-04   -0.816 0.415499    
## PC3368      -2.004e-04  3.247e-04   -0.617 0.537716    
## PC3369      -2.479e-04  3.089e-04   -0.803 0.422900    
## PC3370       6.388e-04  3.344e-04    1.910 0.057224 .  
## PC3371       2.191e-04  3.185e-04    0.688 0.492026    
## PC3372      -3.082e-04  3.323e-04   -0.927 0.354630    
## PC3373       3.378e-04  3.244e-04    1.041 0.298754    
## PC3374      -1.084e-04  3.090e-04   -0.351 0.725915    
## PC3375      -2.667e-04  3.164e-04   -0.843 0.400051    
## PC3376      -3.126e-05  3.202e-04   -0.098 0.922310    
## PC3377       7.904e-04  3.195e-04    2.474 0.014030 *  
## PC3378      -3.040e-04  3.096e-04   -0.982 0.327139    
## PC3379      -3.855e-04  3.193e-04   -1.207 0.228388    
## PC3380      -2.644e-04  3.273e-04   -0.808 0.419971    
## PC3381      -1.156e-05  3.255e-04   -0.036 0.971686    
## PC3382      -7.868e-04  3.386e-04   -2.324 0.020926 *  
## PC3383       6.614e-04  3.481e-04    1.900 0.058554 .  
## PC3384      -1.047e-05  3.233e-04   -0.032 0.974194    
## PC3385       2.776e-04  3.461e-04    0.802 0.423276    
## PC3386      -3.100e-04  3.037e-04   -1.021 0.308323    
## PC3387       1.370e-04  3.145e-04    0.436 0.663490    
## PC3388       1.075e-04  3.273e-04    0.328 0.742902    
## PC3389       6.098e-05  3.391e-04    0.180 0.857426    
## PC3390      -3.183e-04  3.123e-04   -1.019 0.309047    
## PC3391      -3.354e-04  3.114e-04   -1.077 0.282459    
## PC3392       5.055e-04  3.274e-04    1.544 0.123833    
## PC3393       1.800e-04  3.385e-04    0.532 0.595317    
## PC3394       6.619e-04  3.206e-04    2.065 0.039974 *  
## PC3395      -3.693e-04  3.295e-04   -1.121 0.263513    
## PC3396      -1.098e-04  3.262e-04   -0.337 0.736651    
## PC3397       1.301e-05  3.177e-04    0.041 0.967368    
## PC3398       3.394e-04  3.368e-04    1.008 0.314622    
## PC3399       2.047e-04  3.301e-04    0.620 0.535855    
## PC3400       2.738e-04  3.063e-04    0.894 0.372250    
## PC3401       2.448e-04  3.342e-04    0.732 0.464555    
## PC3402       5.397e-04  3.514e-04    1.536 0.125785    
## PC3403      -3.565e-04  3.092e-04   -1.153 0.249996    
## PC3404      -5.537e-05  3.210e-04   -0.173 0.863182    
## PC3405      -4.163e-04  3.162e-04   -1.316 0.189240    
## PC3406       1.063e-04  3.105e-04    0.342 0.732458    
## PC3407      -5.332e-04  3.158e-04   -1.688 0.092602 .  
## PC3408      -5.257e-04  3.345e-04   -1.572 0.117243    
## PC3409      -5.072e-04  3.300e-04   -1.537 0.125594    
## PC3410      -1.929e-04  3.280e-04   -0.588 0.556954    
## PC3411      -5.777e-04  3.098e-04   -1.864 0.063421 .  
## PC3412       4.336e-04  3.176e-04    1.365 0.173336    
## PC3413       3.001e-04  3.039e-04    0.988 0.324316    
## PC3414       5.524e-04  3.413e-04    1.619 0.106762    
## PC3415       5.074e-05  3.381e-04    0.150 0.880839    
## PC3416      -2.063e-05  3.456e-04   -0.060 0.952434    
## PC3417       5.879e-04  3.118e-04    1.885 0.060525 .  
## PC3418       9.036e-04  3.443e-04    2.625 0.009202 ** 
## PC3419       1.758e-04  3.168e-04    0.555 0.579358    
## PC3420      -3.606e-04  3.270e-04   -1.103 0.271139    
## PC3421      -2.708e-04  3.268e-04   -0.828 0.408165    
## PC3422       3.887e-04  3.088e-04    1.259 0.209219    
## PC3423       7.047e-06  3.121e-04    0.023 0.982002    
## PC3424       2.372e-04  3.322e-04    0.714 0.475910    
## PC3425      -2.692e-04  3.203e-04   -0.840 0.401524    
## PC3426      -1.474e-04  3.328e-04   -0.443 0.658132    
## PC3427      -5.397e-04  3.068e-04   -1.759 0.079706 .  
## PC3428      -9.189e-04  3.388e-04   -2.712 0.007136 ** 
## PC3429      -5.113e-04  3.259e-04   -1.569 0.117955    
## PC3430       2.238e-04  3.030e-04    0.739 0.460845    
## PC3431       3.161e-04  3.521e-04    0.898 0.370050    
## PC3432      -5.790e-04  3.201e-04   -1.809 0.071702 .  
## PC3433      -8.199e-04  3.244e-04   -2.527 0.012110 *  
## PC3434       5.430e-04  3.215e-04    1.689 0.092452 .  
## PC3435      -4.249e-05  3.159e-04   -0.134 0.893129    
## PC3436      -8.190e-04  3.476e-04   -2.356 0.019213 *  
## PC3437       6.739e-04  3.198e-04    2.107 0.036095 *  
## PC3438       5.992e-05  3.212e-04    0.187 0.852163    
## PC3439      -3.816e-04  2.965e-04   -1.287 0.199277    
## PC3440      -1.658e-04  3.210e-04   -0.517 0.605919    
## PC3441      -2.879e-04  3.177e-04   -0.906 0.365751    
## PC3442       1.099e-04  3.168e-04    0.347 0.729013    
## PC3443      -4.362e-04  2.963e-04   -1.472 0.142305    
## PC3444       1.990e-04  3.209e-04    0.620 0.535759    
## PC3445      -8.712e-04  3.280e-04   -2.656 0.008398 ** 
## PC3446      -5.590e-05  3.205e-04   -0.174 0.861682    
## PC3447      -1.786e-04  3.053e-04   -0.585 0.559218    
## PC3448       4.936e-04  3.126e-04    1.579 0.115559    
## PC3449       2.888e-04  3.327e-04    0.868 0.386244    
## PC3450       5.978e-04  3.321e-04    1.800 0.072998 .  
## PC3451       4.522e-05  3.002e-04    0.151 0.880384    
## PC3452       2.506e-04  3.118e-04    0.804 0.422382    
## PC3453       9.143e-04  3.413e-04    2.679 0.007870 ** 
## PC3454       2.259e-04  3.115e-04    0.725 0.469128    
## PC3455       5.282e-04  3.458e-04    1.527 0.127892    
## PC3456       4.777e-04  3.062e-04    1.560 0.119976    
## PC3457      -5.722e-05  3.302e-04   -0.173 0.862544    
## PC3458      -7.872e-04  3.338e-04   -2.358 0.019110 *  
## PC3459       2.044e-04  3.319e-04    0.616 0.538668    
## PC3460       3.758e-04  3.340e-04    1.125 0.261537    
## PC3461       5.827e-04  3.412e-04    1.708 0.088914 .  
## PC3462      -6.011e-04  3.203e-04   -1.877 0.061726 .  
## PC3463      -5.297e-05  3.244e-04   -0.163 0.870426    
## PC3464       5.390e-04  3.199e-04    1.685 0.093204 .  
## PC3465      -7.467e-04  3.134e-04   -2.382 0.017934 *  
## PC3466       2.663e-05  3.246e-04    0.082 0.934682    
## PC3467      -8.729e-05  3.199e-04   -0.273 0.785180    
## PC3468      -4.950e-04  3.159e-04   -1.567 0.118352    
## PC3469       5.672e-04  3.284e-04    1.727 0.085396 .  
## PC3470       3.354e-04  3.259e-04    1.029 0.304427    
## PC3471      -9.212e-05  3.242e-04   -0.284 0.776557    
## PC3472       1.874e-04  3.515e-04    0.533 0.594374    
## PC3473      -5.102e-04  3.174e-04   -1.608 0.109177    
## PC3474       4.666e-05  2.974e-04    0.157 0.875448    
## PC3475      -5.194e-04  3.458e-04   -1.502 0.134302    
## PC3476       6.292e-05  3.421e-04    0.184 0.854227    
## PC3477      -2.058e-04  3.335e-04   -0.617 0.537602    
## PC3478       1.505e-04  3.140e-04    0.479 0.632194    
## PC3479      -1.214e-03  3.580e-04   -3.390 0.000810 ***
## PC3480      -3.267e-04  3.210e-04   -1.018 0.309799    
## PC3481      -7.654e-04  3.463e-04   -2.210 0.027974 *  
## PC3482       3.682e-04  3.089e-04    1.192 0.234429    
## PC3483      -6.447e-05  3.221e-04   -0.200 0.841501    
## PC3484       3.624e-04  3.153e-04    1.149 0.251534    
## PC3485       4.792e-04  3.303e-04    1.451 0.148101    
## PC3486       5.144e-04  3.502e-04    1.469 0.143119    
## PC3487       3.769e-05  3.336e-04    0.113 0.910145    
## PC3488       9.693e-04  3.358e-04    2.886 0.004231 ** 
## PC3489       1.151e-04  3.418e-04    0.337 0.736681    
## PC3490       1.412e-04  3.317e-04    0.426 0.670626    
## PC3491       4.192e-04  3.532e-04    1.187 0.236369    
## PC3492       5.091e-04  3.482e-04    1.462 0.144943    
## PC3493      -6.792e-04  3.106e-04   -2.186 0.029692 *  
## PC3494      -3.802e-04  3.441e-04   -1.105 0.270274    
## PC3495      -1.702e-04  3.280e-04   -0.519 0.604202    
## PC3496       5.006e-06  3.420e-04    0.015 0.988334    
## PC3497      -1.376e-04  3.167e-04   -0.435 0.664235    
## PC3498      -3.628e-04  3.354e-04   -1.082 0.280414    
## PC3499      -3.713e-04  3.187e-04   -1.165 0.245071    
## PC3500       4.621e-05  3.279e-04    0.141 0.888050    
## PC3501       2.890e-04  3.443e-04    0.839 0.402005    
## PC3502      -5.457e-05  3.165e-04   -0.172 0.863243    
## PC3503       2.138e-05  3.522e-04    0.061 0.951647    
## PC3504       3.360e-04  3.300e-04    1.018 0.309562    
## PC3505      -1.406e-04  3.288e-04   -0.428 0.669357    
## PC3506      -1.392e-04  3.093e-04   -0.450 0.653161    
## PC3507       2.977e-04  3.195e-04    0.932 0.352306    
## PC3508      -1.468e-04  3.094e-04   -0.475 0.635511    
## PC3509       3.029e-04  3.139e-04    0.965 0.335425    
## PC3510      -4.074e-05  3.131e-04   -0.130 0.896562    
## PC3511      -5.397e-04  3.410e-04   -1.583 0.114712    
## PC3512      -5.449e-04  3.319e-04   -1.642 0.101927    
## PC3513      -9.485e-04  3.325e-04   -2.852 0.004696 ** 
## PC3514      -8.729e-04  3.108e-04   -2.809 0.005355 ** 
## PC3515       2.375e-04  3.154e-04    0.753 0.452108    
## PC3516       6.780e-05  3.201e-04    0.212 0.832417    
## PC3517       1.843e-04  3.323e-04    0.555 0.579714    
## PC3518      -1.190e-04  3.312e-04   -0.359 0.719657    
## PC3519      -2.163e-04  3.285e-04   -0.659 0.510813    
## PC3520      -3.982e-04  3.142e-04   -1.267 0.206278    
## PC3521      -1.782e-04  3.105e-04   -0.574 0.566562    
## PC3522      -3.258e-04  3.272e-04   -0.996 0.320192    
## PC3523      -3.721e-04  2.995e-04   -1.242 0.215356    
## PC3524       5.915e-05  3.301e-04    0.179 0.857941    
## PC3525       3.010e-06  3.249e-04    0.009 0.992616    
## PC3526       3.535e-04  3.386e-04    1.044 0.297513    
## PC3527      -3.228e-04  3.369e-04   -0.958 0.338777    
## PC3528      -3.698e-04  3.427e-04   -1.079 0.281669    
## PC3529       6.591e-05  3.125e-04    0.211 0.833137    
## PC3530      -7.514e-05  3.182e-04   -0.236 0.813485    
## PC3531       4.444e-04  3.117e-04    1.426 0.155240    
## PC3532      -2.317e-04  3.078e-04   -0.753 0.452291    
## PC3533      -4.337e-04  3.476e-04   -1.248 0.213291    
## PC3534      -2.182e-04  3.272e-04   -0.667 0.505354    
## PC3535      -9.218e-05  3.268e-04   -0.282 0.778106    
## PC3536      -5.216e-04  3.404e-04   -1.532 0.126776    
## PC3537       4.458e-04  3.356e-04    1.328 0.185238    
## PC3538      -4.332e-04  3.341e-04   -1.297 0.195889    
## PC3539      -6.581e-05  3.243e-04   -0.203 0.839327    
## PC3540       6.463e-05  3.251e-04    0.199 0.842569    
## PC3541      -3.197e-05  3.286e-04   -0.097 0.922577    
## PC3542      -1.606e-04  3.239e-04   -0.496 0.620376    
## PC3543      -7.173e-04  3.547e-04   -2.022 0.044220 *  
## PC3544      -7.173e-04  3.093e-04   -2.319 0.021177 *  
## PC3545       1.345e-04  3.182e-04    0.423 0.672974    
## PC3546      -9.571e-06  3.291e-04   -0.029 0.976819    
## PC3547       1.632e-04  3.496e-04    0.467 0.641107    
## PC3548      -3.464e-04  3.393e-04   -1.021 0.308247    
## PC3549       2.014e-04  3.328e-04    0.605 0.545623    
## PC3550      -8.967e-04  3.599e-04   -2.492 0.013359 *  
## PC3551      -8.650e-06  3.267e-04   -0.026 0.978899    
## PC3552       3.362e-04  3.317e-04    1.014 0.311705    
## PC3553      -1.220e-04  3.281e-04   -0.372 0.710236    
## PC3554      -5.687e-04  3.309e-04   -1.719 0.086912 .  
## PC3555       5.429e-04  3.408e-04    1.593 0.112358    
## PC3556      -8.188e-04  3.253e-04   -2.517 0.012466 *  
## PC3557       5.288e-04  3.353e-04    1.577 0.115979    
## PC3558       3.807e-04  3.394e-04    1.122 0.263086    
## PC3559      -2.280e-04  3.540e-04   -0.644 0.520173    
## PC3560      -2.314e-04  3.200e-04   -0.723 0.470360    
## PC3561       1.496e-04  3.312e-04    0.452 0.651828    
## PC3562       3.654e-04  3.419e-04    1.069 0.286223    
## PC3563       2.464e-04  3.301e-04    0.746 0.456179    
## PC3564       7.871e-04  3.358e-04    2.344 0.019870 *  
## PC3565      -1.438e-04  2.917e-04   -0.493 0.622402    
## PC3566      -3.389e-04  3.225e-04   -1.051 0.294278    
## PC3567       3.362e-04  3.345e-04    1.005 0.315926    
## PC3568      -5.680e-04  3.430e-04   -1.656 0.098974 .  
## PC3569      -4.372e-04  3.351e-04   -1.305 0.193226    
## PC3570      -8.124e-04  3.311e-04   -2.453 0.014824 *  
## PC3571      -6.568e-04  3.123e-04   -2.103 0.036425 *  
## PC3572       2.050e-04  3.477e-04    0.589 0.556077    
## PC3573       3.891e-04  3.279e-04    1.187 0.236438    
## PC3574       6.191e-04  3.113e-04    1.989 0.047761 *  
## PC3575      -4.395e-04  3.586e-04   -1.226 0.221451    
## PC3576      -2.206e-04  3.221e-04   -0.685 0.493999    
## PC3577      -1.180e-03  3.195e-04   -3.691 0.000273 ***
## PC3578      -6.434e-05  3.080e-04   -0.209 0.834701    
## PC3579      -4.705e-04  3.265e-04   -1.441 0.150767    
## PC3580      -1.187e-04  3.553e-04   -0.334 0.738570    
## PC3581       5.505e-04  3.628e-04    1.517 0.130435    
## PC3582       3.999e-05  3.160e-04    0.127 0.899394    
## PC3583       9.550e-05  3.283e-04    0.291 0.771393    
## PC3584      -1.035e-05  3.240e-04   -0.032 0.974540    
## PC3585      -5.506e-05  3.277e-04   -0.168 0.866712    
## PC3586      -1.217e-04  3.250e-04   -0.374 0.708355    
## PC3587      -9.015e-04  3.628e-04   -2.485 0.013602 *  
## PC3588      -1.076e-04  3.392e-04   -0.317 0.751355    
## PC3589      -5.827e-04  3.189e-04   -1.827 0.068865 .  
## PC3590       4.725e-04  3.033e-04    1.558 0.120440    
## PC3591      -2.859e-04  3.213e-04   -0.890 0.374428    
## PC3592      -2.155e-04  3.275e-04   -0.658 0.511211    
## PC3593       1.772e-04  3.282e-04    0.540 0.589818    
## PC3594       2.259e-04  3.298e-04    0.685 0.493990    
## PC3595      -1.677e-04  3.239e-04   -0.518 0.605105    
## PC3596      -1.558e-04  3.163e-04   -0.493 0.622609    
## PC3597       7.521e-05  3.407e-04    0.221 0.825474    
## PC3598       2.662e-04  3.419e-04    0.778 0.437052    
## PC3599      -7.923e-04  3.534e-04   -2.242 0.025812 *  
## PC3600       2.312e-04  3.296e-04    0.701 0.483646    
## PC3601       7.751e-05  3.625e-04    0.214 0.830848    
## PC3602      -4.528e-05  3.191e-04   -0.142 0.887260    
## PC3603       1.188e-04  3.187e-04    0.373 0.709597    
## PC3604       6.083e-04  3.394e-04    1.792 0.074261 .  
## PC3605       3.394e-04  3.403e-04    0.997 0.319527    
## PC3606       1.555e-04  3.631e-04    0.428 0.668798    
## PC3607      -5.144e-04  3.110e-04   -1.654 0.099368 .  
## PC3608      -3.724e-04  3.232e-04   -1.152 0.250331    
## PC3609      -8.693e-05  3.359e-04   -0.259 0.795988    
## PC3610       1.330e-04  3.567e-04    0.373 0.709609    
## PC3611       5.014e-05  3.330e-04    0.151 0.880448    
## PC3612      -2.764e-04  3.296e-04   -0.839 0.402433    
## PC3613      -3.381e-04  3.114e-04   -1.086 0.278675    
## PC3614      -5.766e-04  3.392e-04   -1.700 0.090340 .  
## PC3615      -9.391e-05  3.415e-04   -0.275 0.783541    
## PC3616      -4.909e-04  3.383e-04   -1.451 0.148011    
## PC3617       2.493e-04  3.342e-04    0.746 0.456466    
## PC3618       2.810e-04  3.450e-04    0.814 0.416154    
## PC3619      -4.593e-04  3.379e-04   -1.359 0.175352    
## PC3620       3.030e-05  3.310e-04    0.092 0.927140    
## PC3621      -7.619e-05  3.527e-04   -0.216 0.829142    
## PC3622      -3.204e-04  3.571e-04   -0.897 0.370365    
## PC3623      -4.018e-04  3.350e-04   -1.199 0.231482    
## PC3624       3.450e-04  3.245e-04    1.063 0.288751    
## PC3625       1.493e-05  3.306e-04    0.045 0.964006    
## PC3626      -9.813e-05  3.368e-04   -0.291 0.770975    
## PC3627      -2.182e-04  3.213e-04   -0.679 0.497715    
## PC3628      -2.356e-04  3.300e-04   -0.714 0.475778    
## PC3629       3.249e-05  3.275e-04    0.099 0.921064    
## PC3630      -8.751e-05  3.394e-04   -0.258 0.796725    
## PC3631       2.963e-04  3.265e-04    0.908 0.364942    
## PC3632       2.248e-04  3.545e-04    0.634 0.526529    
## PC3633      -1.787e-04  3.175e-04   -0.563 0.574022    
## PC3634      -7.299e-04  3.068e-04   -2.379 0.018115 *  
## PC3635      -2.895e-05  3.156e-04   -0.092 0.926989    
## PC3636       3.297e-04  3.451e-04    0.955 0.340365    
## PC3637      -1.927e-04  3.145e-04   -0.613 0.540662    
## PC3638      -6.266e-04  3.361e-04   -1.864 0.063465 .  
## PC3639      -4.295e-04  3.372e-04   -1.274 0.203880    
## PC3640       3.116e-04  3.158e-04    0.987 0.324682    
## PC3641       3.111e-04  3.374e-04    0.922 0.357270    
## PC3642      -3.288e-04  3.403e-04   -0.966 0.334806    
## PC3643       3.280e-04  3.680e-04    0.891 0.373677    
## PC3644      -4.101e-04  3.482e-04   -1.178 0.240076    
## PC3645      -3.164e-04  3.288e-04   -0.962 0.336838    
## PC3646      -3.822e-04  3.517e-04   -1.087 0.278109    
## PC3647      -9.966e-05  3.356e-04   -0.297 0.766715    
## PC3648       9.102e-04  3.444e-04    2.642 0.008742 ** 
## PC3649      -2.632e-04  3.243e-04   -0.812 0.417790    
## PC3650      -2.552e-04  3.238e-04   -0.788 0.431449    
## PC3651       9.208e-04  3.298e-04    2.792 0.005637 ** 
## PC3652       5.872e-04  3.040e-04    1.932 0.054525 .  
## PC3653       1.590e-05  3.516e-04    0.045 0.963958    
## PC3654       2.823e-06  3.535e-04    0.008 0.993636    
## PC3655      -2.736e-04  3.386e-04   -0.808 0.419883    
## PC3656      -4.240e-04  3.336e-04   -1.271 0.204888    
## PC3657      -2.132e-04  3.299e-04   -0.646 0.518711    
## PC3658       2.731e-04  3.263e-04    0.837 0.403489    
## PC3659      -7.738e-05  3.326e-04   -0.233 0.816216    
## PC3660      -2.285e-04  3.518e-04   -0.650 0.516569    
## PC3661      -2.595e-04  3.401e-04   -0.763 0.446165    
## PC3662       4.675e-04  3.378e-04    1.384 0.167660    
## PC3663      -5.477e-04  3.188e-04   -1.718 0.087014 .  
## PC3664      -2.750e-04  3.359e-04   -0.819 0.413759    
## PC3665       1.629e-04  3.434e-04    0.474 0.635578    
## PC3666      -1.888e-05  3.517e-04   -0.054 0.957231    
## PC3667      -1.347e-04  3.312e-04   -0.407 0.684666    
## PC3668       5.358e-04  3.204e-04    1.672 0.095741 .  
## PC3669      -1.233e-04  3.488e-04   -0.353 0.724060    
## PC3670       3.859e-04  3.197e-04    1.207 0.228603    
## PC3671      -5.938e-04  3.286e-04   -1.807 0.071968 .  
## PC3672       5.362e-04  3.444e-04    1.557 0.120741    
## PC3673      -2.413e-04  3.237e-04   -0.745 0.456714    
## PC3674      -5.843e-04  3.398e-04   -1.719 0.086749 .  
## PC3675      -8.957e-05  3.359e-04   -0.267 0.789975    
## PC3676       4.949e-04  3.204e-04    1.545 0.123696    
## PC3677      -7.541e-04  3.392e-04   -2.223 0.027088 *  
## PC3678       4.465e-04  3.254e-04    1.372 0.171169    
## PC3679       6.515e-04  3.450e-04    1.888 0.060099 .  
## PC3680      -5.556e-04  3.463e-04   -1.604 0.109898    
## PC3681       5.619e-05  3.404e-04    0.165 0.869039    
## PC3682      -1.648e-04  3.235e-04   -0.509 0.610876    
## PC3683      -1.540e-04  3.427e-04   -0.449 0.653498    
## PC3684      -4.967e-04  3.233e-04   -1.536 0.125686    
## PC3685       1.225e-04  3.558e-04    0.344 0.730848    
## PC3686       1.903e-04  3.384e-04    0.562 0.574307    
## PC3687      -5.604e-04  3.332e-04   -1.682 0.093812 .  
## PC3688       6.347e-04  3.087e-04    2.056 0.040786 *  
## PC3689      -1.100e-03  3.446e-04   -3.193 0.001583 ** 
## PC3690       3.160e-06  3.079e-04    0.010 0.991819    
## PC3691       8.939e-05  3.441e-04    0.260 0.795267    
## PC3692      -2.892e-04  3.161e-04   -0.915 0.361230    
## PC3693      -8.354e-05  3.302e-04   -0.253 0.800479    
## PC3694       1.318e-04  3.234e-04    0.408 0.683899    
## PC3695      -2.009e-04  2.997e-04   -0.670 0.503374    
## PC3696       5.622e-04  3.131e-04    1.796 0.073760 .  
## PC3697      -2.932e-04  3.475e-04   -0.844 0.399607    
## PC3698      -3.596e-04  3.171e-04   -1.134 0.257896    
## PC3699       1.050e-04  3.337e-04    0.315 0.753284    
## PC3700      -6.529e-04  3.624e-04   -1.802 0.072787 .  
## PC3701       3.186e-04  3.490e-04    0.913 0.362200    
## PC3702       1.492e-04  3.130e-04    0.476 0.634135    
## PC3703       1.644e-04  3.109e-04    0.529 0.597399    
## PC3704       4.557e-05  3.163e-04    0.144 0.885541    
## PC3705      -1.894e-04  3.309e-04   -0.572 0.567531    
## PC3706       4.281e-04  3.522e-04    1.215 0.225308    
## PC3707       2.610e-04  3.589e-04    0.727 0.467843    
## PC3708       1.479e-04  3.359e-04    0.440 0.660074    
## PC3709       4.268e-04  3.451e-04    1.237 0.217253    
## PC3710       7.358e-04  3.319e-04    2.217 0.027520 *  
## PC3711      -4.403e-04  3.500e-04   -1.258 0.209495    
## PC3712      -2.920e-05  3.444e-04   -0.085 0.932499    
## PC3713      -2.434e-04  3.496e-04   -0.696 0.486982    
## PC3714       2.716e-05  3.282e-04    0.083 0.934126    
## PC3715      -3.662e-04  3.401e-04   -1.076 0.282733    
## PC3716       9.254e-04  3.339e-04    2.772 0.005991 ** 
## PC3717      -5.232e-04  3.495e-04   -1.497 0.135645    
## PC3718       4.286e-04  3.514e-04    1.220 0.223733    
## PC3719      -4.578e-05  3.238e-04   -0.141 0.887702    
## PC3720      -9.226e-05  3.523e-04   -0.262 0.793621    
## PC3721       5.230e-04  3.529e-04    1.482 0.139589    
## PC3722       7.286e-04  3.253e-04    2.239 0.025994 *  
## PC3723       4.489e-05  3.444e-04    0.130 0.896403    
## PC3724      -8.640e-05  3.295e-04   -0.262 0.793382    
## PC3725       4.571e-04  3.393e-04    1.347 0.179083    
## PC3726       1.488e-04  3.533e-04    0.421 0.673901    
## PC3727      -3.484e-04  3.292e-04   -1.058 0.290888    
## PC3728      -1.224e-04  3.222e-04   -0.380 0.704487    
## PC3729       7.428e-04  3.548e-04    2.094 0.037283 *  
## PC3730      -1.304e-04  3.548e-04   -0.367 0.713594    
## PC3731      -2.436e-04  3.240e-04   -0.752 0.452731    
## PC3732       1.502e-04  3.653e-04    0.411 0.681373    
## PC3733      -7.666e-04  3.500e-04   -2.190 0.029414 *  
## PC3734      -8.586e-05  3.507e-04   -0.245 0.806772    
## PC3735       9.126e-06  3.386e-04    0.027 0.978519    
## PC3736      -3.560e-05  3.144e-04   -0.113 0.909917    
## PC3737       3.731e-04  3.445e-04    1.083 0.279909    
## PC3738       9.396e-05  3.123e-04    0.301 0.763792    
## PC3739      -1.841e-04  3.264e-04   -0.564 0.573236    
## PC3740      -1.661e-04  3.410e-04   -0.487 0.626685    
## PC3741       4.076e-04  3.311e-04    1.231 0.219381    
## PC3742       6.181e-04  3.405e-04    1.815 0.070687 .  
## PC3743       1.424e-08  3.431e-04    0.000 0.999967    
## PC3744      -1.011e-04  3.609e-04   -0.280 0.779555    
## PC3745       7.724e-05  3.416e-04    0.226 0.821291    
## PC3746       5.590e-04  3.141e-04    1.780 0.076271 .  
## PC3747       5.301e-04  3.489e-04    1.519 0.129906    
## PC3748       9.384e-04  3.520e-04    2.666 0.008174 ** 
## PC3749       1.391e-04  3.381e-04    0.411 0.681116    
## PC3750       4.516e-04  3.416e-04    1.322 0.187281    
## PC3751       6.141e-04  3.350e-04    1.833 0.067900 .  
## PC3752       1.721e-04  3.294e-04    0.522 0.601822    
## PC3753       1.410e-04  3.504e-04    0.402 0.687838    
## PC3754      -3.799e-04  3.301e-04   -1.151 0.250860    
## PC3755      -2.327e-04  3.627e-04   -0.642 0.521753    
## PC3756       3.381e-04  3.591e-04    0.941 0.347426    
## PC3757      -7.392e-04  3.305e-04   -2.236 0.026192 *  
## PC3758       6.533e-05  3.108e-04    0.210 0.833689    
## PC3759      -1.596e-04  3.389e-04   -0.471 0.637956    
## PC3760      -2.785e-04  3.370e-04   -0.826 0.409437    
## PC3761       1.118e-03  3.556e-04    3.145 0.001860 ** 
## PC3762       1.271e-03  3.458e-04    3.674 0.000291 ***
## PC3763       3.111e-04  3.339e-04    0.932 0.352430    
## PC3764       4.452e-04  3.489e-04    1.276 0.203174    
## PC3765       6.636e-05  3.510e-04    0.189 0.850195    
## PC3766      -2.671e-05  3.407e-04   -0.078 0.937591    
## PC3767       5.215e-04  3.521e-04    1.481 0.139887    
## PC3768       8.059e-05  3.287e-04    0.245 0.806532    
## PC3769      -1.697e-05  3.548e-04   -0.048 0.961887    
## PC3770       4.748e-04  3.412e-04    1.392 0.165267    
## PC3771      -3.388e-04  3.145e-04   -1.077 0.282351    
## PC3772      -2.167e-04  3.139e-04   -0.691 0.490485    
## PC3773       8.420e-04  3.551e-04    2.371 0.018487 *  
## PC3774      -2.537e-04  3.448e-04   -0.736 0.462619    
## PC3775      -7.021e-04  3.447e-04   -2.037 0.042725 *  
## PC3776       2.035e-04  3.454e-04    0.589 0.556182    
## PC3777       3.964e-04  3.391e-04    1.169 0.243540    
## PC3778       3.903e-04  3.272e-04    1.193 0.233979    
## PC3779      -3.163e-04  3.349e-04   -0.945 0.345728    
## PC3780      -7.709e-04  3.282e-04   -2.349 0.019592 *  
## PC3781      -2.803e-05  3.655e-04   -0.077 0.938931    
## PC3782      -3.456e-04  3.300e-04   -1.047 0.296056    
## PC3783       4.007e-04  3.314e-04    1.209 0.227666    
## PC3784       2.157e-04  3.335e-04    0.647 0.518315    
## PC3785       6.796e-04  3.385e-04    2.007 0.045766 *  
## PC3786       3.697e-04  3.402e-04    1.087 0.278157    
## PC3787       8.841e-06  3.445e-04    0.026 0.979544    
## PC3788      -6.726e-04  3.268e-04   -2.058 0.040606 *  
## PC3789      -1.354e-04  3.295e-04   -0.411 0.681533    
## PC3790      -6.720e-04  3.504e-04   -1.918 0.056265 .  
## PC3791       5.799e-04  3.460e-04    1.676 0.095002 .  
## PC3792       3.253e-04  3.597e-04    0.904 0.366620    
## PC3793       1.947e-04  3.344e-04    0.582 0.560864    
## PC3794       1.552e-04  3.738e-04    0.415 0.678376    
## PC3795      -8.114e-04  3.471e-04   -2.337 0.020192 *  
## PC3796       2.877e-04  3.635e-04    0.792 0.429334    
## PC3797       2.695e-04  3.454e-04    0.780 0.435921    
## PC3798       5.003e-04  3.420e-04    1.463 0.144652    
## PC3799       7.438e-05  3.275e-04    0.227 0.820502    
## PC3800       5.853e-04  3.215e-04    1.820 0.069888 .  
## PC3801      -8.164e-04  3.370e-04   -2.422 0.016131 *  
## PC3802       1.908e-04  3.400e-04    0.561 0.575291    
## PC3803       4.851e-04  3.402e-04    1.426 0.155099    
## PC3804      -3.329e-04  3.492e-04   -0.953 0.341444    
## PC3805      -1.442e-03  3.353e-04   -4.301 2.43e-05 ***
## PC3806       8.489e-04  3.362e-04    2.525 0.012179 *  
## PC3807      -7.363e-04  3.212e-04   -2.293 0.022689 *  
## PC3808      -1.875e-04  3.115e-04   -0.602 0.547753    
## PC3809      -2.081e-04  3.454e-04   -0.603 0.547366    
## PC3810      -2.872e-04  3.594e-04   -0.799 0.424891    
## PC3811       2.194e-04  3.235e-04    0.678 0.498359    
## PC3812       4.439e-05  3.411e-04    0.130 0.896548    
## PC3813      -2.370e-04  3.212e-04   -0.738 0.461147    
## PC3814      -3.086e-04  3.610e-04   -0.855 0.393420    
## PC3815      -3.938e-04  3.408e-04   -1.155 0.249010    
## PC3816      -5.617e-04  3.690e-04   -1.522 0.129196    
## PC3817      -5.265e-05  3.102e-04   -0.170 0.865358    
## PC3818       5.116e-04  3.540e-04    1.445 0.149617    
## PC3819      -6.617e-04  3.588e-04   -1.844 0.066313 .  
## PC3820      -3.177e-04  3.572e-04   -0.890 0.374503    
## PC3821      -9.875e-05  3.244e-04   -0.304 0.761035    
## PC3822       1.521e-04  3.171e-04    0.480 0.631757    
## PC3823      -1.880e-04  3.538e-04   -0.531 0.595676    
## PC3824      -1.472e-04  3.256e-04   -0.452 0.651524    
## PC3825       5.882e-05  3.295e-04    0.178 0.858481    
## PC3826      -4.960e-04  3.598e-04   -1.378 0.169309    
## PC3827       2.074e-04  3.402e-04    0.610 0.542666    
## PC3828      -2.177e-04  3.529e-04   -0.617 0.537944    
## PC3829      -3.742e-04  3.465e-04   -1.080 0.281182    
## PC3830      -2.029e-05  3.071e-04   -0.066 0.947375    
## PC3831      -7.834e-05  3.266e-04   -0.240 0.810600    
## PC3832       2.419e-04  3.498e-04    0.692 0.489790    
## PC3833      -7.317e-04  3.633e-04   -2.014 0.045035 *  
## PC3834       8.893e-04  3.514e-04    2.530 0.011998 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.01319 on 254 degrees of freedom
## Multiple R-squared:  0.9893, Adjusted R-squared:  0.828 
## F-statistic: 6.133 on 3834 and 254 DF,  p-value: < 2.2e-16
cd.full2 = plot.diagnostics(model.full2, data.train2)

## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced

## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced

## [1] "Number of data points that have Cook's D > 4/n: 2538"
## [1] "Number of data points that have Cook's D > 1: 0"
# much more normal residuals than before. 
# Checking to see if distributions are different and if so whcih variables
# High Leverage Plot 
plotData = data.train %>% 
  rownames_to_column() %>%
  mutate(type=ifelse(rowname %in% high.cd,'High','Normal')) %>%
  dplyr::select(type,target=one_of(label.names))

ggplot(data=plotData, aes(x=type,y=target)) +
  geom_boxplot(fill='light blue',outlier.shape=NA) +
  scale_y_continuous(name="Target Variable Values",label=scales::comma_format(accuracy=.1)) +
  theme_light() +
  ggtitle('Distribution of High Leverage Points and Normal  Points')

# 2 sample t-tests

plotData = data.train %>% 
  rownames_to_column() %>%
  mutate(type=ifelse(rowname %in% high.cd,'High','Normal')) %>%
  dplyr::select(type,one_of(feature.names))

comp.test = lapply(dplyr::select(plotData, one_of(feature.names))
                   , function(x) t.test(x ~ plotData$type, var.equal = TRUE)) 

sig.comp = list.filter(comp.test, p.value < 0.05)
sapply(sig.comp, function(x) x[['p.value']])
##         PC20         PC56         PC73         PC76         PC99        PC121        PC225        PC228        PC236 
## 0.0404205488 0.0041725423 0.0034735323 0.0380296840 0.0288082983 0.0370665709 0.0080976753 0.0273669999 0.0123657379 
##        PC276        PC289        PC333        PC346        PC347        PC361        PC376        PC378        PC384 
## 0.0306515097 0.0012861618 0.0134198293 0.0279793868 0.0372039763 0.0262184019 0.0053716313 0.0188813831 0.0469160619 
##        PC389        PC402        PC411        PC460        PC470        PC507        PC518        PC529        PC540 
## 0.0023302815 0.0475960150 0.0390801744 0.0356475008 0.0037810993 0.0180267708 0.0383105748 0.0134091832 0.0485250405 
##        PC557        PC575        PC577        PC586        PC595        PC628        PC688        PC706        PC709 
## 0.0418001144 0.0282011622 0.0459883258 0.0264089360 0.0132746864 0.0364731801 0.0352369019 0.0149901631 0.0354756316 
##        PC718        PC719        PC721        PC747        PC751        PC761        PC769        PC773        PC775 
## 0.0359441728 0.0006491899 0.0152088258 0.0416402258 0.0091313101 0.0371318389 0.0383979371 0.0173805590 0.0148583781 
##        PC790        PC796        PC800        PC805        PC811        PC817        PC825        PC841        PC940 
## 0.0283346842 0.0336355650 0.0416457542 0.0083174041 0.0273015620 0.0186722222 0.0009371591 0.0436826183 0.0303254039 
##        PC957        PC974        PC978        PC987        PC996       PC1002       PC1027       PC1029       PC1030 
## 0.0479023206 0.0340475453 0.0363452466 0.0279412321 0.0167071837 0.0256162862 0.0245778048 0.0330507491 0.0062129256 
##       PC1039       PC1073       PC1100       PC1108       PC1115       PC1138       PC1153       PC1180       PC1197 
## 0.0104644386 0.0327107661 0.0006579116 0.0142312202 0.0127277010 0.0052563035 0.0477572808 0.0313758207 0.0421937881 
##       PC1211       PC1214       PC1220       PC1221       PC1224       PC1230       PC1239       PC1256       PC1263 
## 0.0240161121 0.0024182175 0.0466258501 0.0203974246 0.0009307180 0.0350441067 0.0036735902 0.0020740975 0.0377644491 
##       PC1306       PC1319       PC1323       PC1346       PC1385       PC1410       PC1427       PC1431       PC1479 
## 0.0129239650 0.0436751323 0.0134311355 0.0252514505 0.0112612637 0.0020045395 0.0264686593 0.0202079214 0.0090486056 
##       PC1490       PC1503       PC1507       PC1511       PC1532       PC1535       PC1539       PC1558       PC1561 
## 0.0345832768 0.0154964345 0.0355061338 0.0157381922 0.0395933380 0.0044057518 0.0418008904 0.0029840679 0.0079556540 
##       PC1614       PC1666       PC1677       PC1681       PC1683       PC1705       PC1708       PC1738       PC1742 
## 0.0210297092 0.0062119352 0.0270600131 0.0295509320 0.0430004090 0.0173380318 0.0142838431 0.0480371743 0.0167680924 
##       PC1756       PC1766       PC1773       PC1781       PC1830       PC1881       PC1889       PC1916       PC1917 
## 0.0029900097 0.0370631113 0.0074589562 0.0407613167 0.0361583016 0.0301595366 0.0465660474 0.0072424267 0.0241502042 
##       PC1923       PC1946       PC1956       PC1961       PC1978       PC1987       PC2006       PC2015       PC2019 
## 0.0064871726 0.0273454383 0.0217203908 0.0234968372 0.0107567314 0.0443148370 0.0304403191 0.0083886451 0.0458853644 
##       PC2032       PC2039       PC2040       PC2043       PC2101       PC2107       PC2114       PC2116       PC2119 
## 0.0338178096 0.0107167670 0.0076610571 0.0399586081 0.0043139027 0.0212425295 0.0300821117 0.0341016796 0.0201726552 
##       PC2143       PC2156       PC2164       PC2174       PC2183       PC2187       PC2201       PC2225       PC2254 
## 0.0338554431 0.0399278134 0.0249086338 0.0068150122 0.0161324265 0.0075905291 0.0006991246 0.0304880309 0.0123780401 
##       PC2303       PC2327       PC2369       PC2376       PC2380       PC2391       PC2411       PC2426       PC2437 
## 0.0086624653 0.0164232783 0.0261840171 0.0334814783 0.0482145672 0.0318884637 0.0404632264 0.0125897682 0.0381249531 
##       PC2441       PC2458       PC2509       PC2550       PC2564       PC2583       PC2608       PC2646       PC2653 
## 0.0154513540 0.0394862840 0.0039053317 0.0229713471 0.0488685075 0.0339526446 0.0245568970 0.0399731316 0.0072461575 
##       PC2667       PC2673       PC2696       PC2699       PC2738       PC2757       PC2768       PC2790       PC2832 
## 0.0023953632 0.0243163101 0.0319141505 0.0219324439 0.0499686843 0.0338471454 0.0388474154 0.0235598349 0.0088184356 
##       PC2835       PC2837       PC2855       PC2857       PC2859       PC2861       PC2900       PC2925       PC2934 
## 0.0460687341 0.0236680507 0.0314128452 0.0107043786 0.0182618029 0.0147993678 0.0169660855 0.0084946283 0.0104095107 
##       PC2936       PC2951       PC2961       PC2992       PC3049       PC3052       PC3087       PC3120       PC3123 
## 0.0411011269 0.0396485309 0.0448586683 0.0113122159 0.0048017313 0.0183216047 0.0174963824 0.0046966451 0.0208774081 
##       PC3132       PC3146       PC3158       PC3173       PC3175       PC3215       PC3236       PC3246       PC3251 
## 0.0331561197 0.0300791959 0.0446122589 0.0075906007 0.0410295923 0.0212392459 0.0100507166 0.0078250125 0.0427850662 
##       PC3272       PC3304       PC3344       PC3353       PC3374       PC3382       PC3395       PC3413       PC3482 
## 0.0308364994 0.0478033058 0.0041182717 0.0328493389 0.0116885925 0.0340276044 0.0486547264 0.0333152697 0.0232259912 
##       PC3486       PC3502       PC3528       PC3561       PC3565       PC3576       PC3591       PC3630       PC3635 
## 0.0471803218 0.0157929872 0.0058965085 0.0381754417 0.0199802214 0.0235784449 0.0395068022 0.0209184193 0.0197900448 
##       PC3648       PC3665       PC3673       PC3732       PC3738       PC3742       PC3745       PC3801       PC3802 
## 0.0201392078 0.0251091888 0.0481105325 0.0379783988 0.0131446983 0.0126827021 0.0080334717 0.0012356444 0.0087587571 
##       PC3804       PC3828 
## 0.0295915586 0.0270579650
mm = melt(plotData, id=c('type')) %>% filter(variable %in% names(sig.comp))

ggplot(mm,aes(x=type, y=value)) +
  geom_boxplot()+
  facet_wrap(~variable, ncol=5, scales = 'free_y') +
  scale_y_continuous(name="values",label=scales::comma_format(accuracy=.1)) +
  ggtitle('Distribution of High Leverage Points and Normal Points')

# Distribution (box) Plots
mm = melt(plotData, id=c('type'))

ggplot(mm,aes(x=type, y=value)) +
  geom_boxplot()+
  facet_wrap(~variable, ncol=8, scales = 'free_y') +
  scale_y_continuous(name="values",label=scales::comma_format(accuracy=.1)) +
  ggtitle('Distribution of High Leverage Points and Normal Points')

Grand Means Model

model.null = lm(grand.mean.formula, data.train)
summary(model.null)
## 
## Call:
## lm(formula = grand.mean.formula, data = data.train)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.11509 -0.02395 -0.00343  0.02081  0.17481 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 2.0969677  0.0004816    4355   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.03598 on 5583 degrees of freedom

Variable Selection

Basic: http://www.stat.columbia.edu/~martin/W2024/R10.pdf Cross Validation + Other Metrics: http://www.sthda.com/english/articles/37-model-selection-essentials-in-r/154-stepwise-regression-essentials-in-r/

Forward Selection with CV

Train

if (algo.forward.caret == TRUE){
  set.seed(1)
  returned = train.caret.glmselect(formula = formula
                                   , data = data.train
                                   , method = "leapForward"
                                   , feature.names = feature.names)
  model.forward = returned$model
  id = returned$id
}

Test

if (algo.forward.caret == TRUE){
    test.model(model=model.forward, test=data.test
             ,method = 'leapForward',subopt = NULL
             ,formula = formula, feature.names = feature.names, label.names = label.names
             ,id = id
             ,draw.limits = TRUE, transformation = t)
}

Backward Elimination with CV

Train

if (algo.backward.caret == TRUE){
  set.seed(1)
  returned = train.caret.glmselect(formula = formula
                                   ,data =  data.train
                                   ,method = "leapBackward"
                                   ,feature.names =  feature.names)
  model.backward = returned$model
  id = returned$id
}

Test

if (algo.backward.caret == TRUE){
  test.model(model.backward, data.test
             ,method = 'leapBackward',subopt = NULL
             ,formula = formula, feature.names = feature.names, label.names = label.names
             ,id = id
             ,draw.limits = TRUE, transformation = t)
}

Stepwise Selection with CV

Train

if (algo.stepwise.caret == TRUE){
  set.seed(1)
  returned = train.caret.glmselect(formula = formula
                                   ,data =  data.train
                                   ,method = "leapSeq"
                                   ,feature.names = feature.names)
  model.stepwise = returned$model
  id = returned$id
}

Test

if (algo.stepwise.caret == TRUE){
  test.model(model.stepwise, data.test
             ,method = 'leapSeq',subopt = NULL
             ,formula = formula, feature.names = feature.names, label.names = label.names
             ,id = id
             ,draw.limits = TRUE, transformation = t)
  
}

LASSO with CV

Train

if (algo.LASSO.caret == TRUE){
  set.seed(1)
  tune.grid= expand.grid(alpha = 1,lambda = 10^seq(from=-4,to=-2,length=100))
  returned = train.caret.glmselect(formula = formula
                                   ,data =  data.train
                                   ,method = "glmnet"
                                   ,subopt = 'LASSO'
                                   ,tune.grid = tune.grid
                                   ,feature.names = feature.names)
  model.LASSO.caret = returned$model
}
## Warning in nominalTrainWorkflow(x = x, y = y, wts = weights, info = trainInfo, : There were missing values in resampled
## performance measures.
## Aggregating results
## Selecting tuning parameters
## Fitting alpha = 1, lambda = 0.000705 on full training set
## glmnet 
## 
## 5584 samples
## 3834 predictors
## 
## No pre-processing
## Resampling: Cross-Validated (10 fold) 
## Summary of sample sizes: 5026, 5026, 5026, 5025, 5025, 5026, ... 
## Resampling results across tuning parameters:
## 
##   lambda        RMSE        Rsquared    MAE       
##   0.0001000000  0.04121500  0.07623461  0.03228124
##   0.0001047616  0.04084163  0.07766564  0.03197494
##   0.0001097499  0.04047504  0.07915835  0.03167665
##   0.0001149757  0.04011112  0.08069531  0.03137938
##   0.0001204504  0.03975561  0.08225684  0.03108768
##   0.0001261857  0.03940642  0.08386300  0.03079766
##   0.0001321941  0.03906758  0.08550047  0.03051329
##   0.0001384886  0.03873294  0.08719317  0.03023118
##   0.0001450829  0.03840857  0.08892559  0.02995741
##   0.0001519911  0.03809310  0.09066663  0.02969113
##   0.0001592283  0.03778972  0.09245720  0.02943679
##   0.0001668101  0.03749482  0.09424132  0.02919263
##   0.0001747528  0.03721160  0.09604495  0.02895446
##   0.0001830738  0.03693688  0.09786347  0.02872429
##   0.0001917910  0.03667716  0.09964752  0.02851015
##   0.0002009233  0.03642770  0.10141774  0.02830602
##   0.0002104904  0.03618970  0.10319490  0.02811458
##   0.0002205131  0.03596145  0.10497609  0.02793416
##   0.0002310130  0.03574375  0.10679502  0.02775808
##   0.0002420128  0.03553442  0.10863823  0.02759118
##   0.0002535364  0.03533674  0.11048884  0.02743628
##   0.0002656088  0.03514839  0.11232853  0.02729126
##   0.0002782559  0.03497048  0.11420058  0.02715102
##   0.0002915053  0.03480222  0.11605257  0.02701730
##   0.0003053856  0.03464064  0.11802137  0.02689049
##   0.0003199267  0.03448823  0.11997975  0.02676886
##   0.0003351603  0.03434702  0.12188660  0.02665570
##   0.0003511192  0.03421619  0.12374536  0.02655167
##   0.0003678380  0.03409541  0.12556303  0.02645416
##   0.0003853529  0.03398625  0.12724299  0.02636521
##   0.0004037017  0.03388546  0.12890401  0.02628480
##   0.0004229243  0.03379498  0.13045731  0.02621584
##   0.0004430621  0.03371274  0.13198938  0.02615388
##   0.0004641589  0.03364070  0.13338597  0.02610046
##   0.0004862602  0.03357864  0.13464642  0.02605457
##   0.0005094138  0.03352668  0.13573719  0.02601552
##   0.0005336699  0.03348371  0.13669510  0.02598461
##   0.0005590810  0.03345278  0.13736008  0.02596182
##   0.0005857021  0.03342608  0.13806095  0.02594392
##   0.0006135907  0.03341027  0.13846427  0.02593126
##   0.0006428073  0.03340068  0.13874513  0.02592568
##   0.0006734151  0.03339866  0.13883765  0.02592586
##   0.0007054802  0.03339850  0.13901169  0.02592585
##   0.0007390722  0.03340263  0.13912469  0.02592934
##   0.0007742637  0.03340818  0.13931124  0.02593754
##   0.0008111308  0.03341811  0.13938720  0.02595027
##   0.0008497534  0.03343160  0.13938036  0.02596363
##   0.0008902151  0.03345311  0.13899634  0.02598375
##   0.0009326033  0.03347002  0.13894983  0.02599860
##   0.0009770100  0.03349017  0.13875525  0.02601335
##   0.0010235310  0.03350871  0.13874172  0.02602429
##   0.0010722672  0.03353401  0.13833642  0.02604053
##   0.0011233240  0.03356487  0.13762840  0.02606352
##   0.0011768120  0.03360357  0.13644350  0.02609318
##   0.0012328467  0.03365031  0.13470494  0.02613404
##   0.0012915497  0.03370295  0.13252633  0.02617958
##   0.0013530478  0.03376204  0.12983542  0.02622777
##   0.0014174742  0.03382611  0.12675808  0.02627904
##   0.0014849683  0.03389171  0.12353820  0.02633031
##   0.0015556761  0.03396162  0.11996563  0.02638448
##   0.0016297508  0.03403428  0.11614566  0.02644034
##   0.0017073526  0.03411022  0.11201925  0.02649872
##   0.0017886495  0.03418110  0.10817897  0.02655224
##   0.0018738174  0.03425078  0.10435183  0.02660331
##   0.0019630407  0.03431469  0.10090083  0.02665008
##   0.0020565123  0.03437740  0.09749359  0.02669687
##   0.0021544347  0.03443337  0.09458433  0.02673903
##   0.0022570197  0.03449063  0.09153344  0.02678128
##   0.0023644894  0.03454392  0.08878143  0.02682004
##   0.0024770764  0.03459881  0.08587355  0.02686083
##   0.0025950242  0.03464591  0.08354325  0.02689707
##   0.0027185882  0.03468945  0.08144134  0.02693126
##   0.0028480359  0.03472551  0.07997626  0.02695922
##   0.0029836472  0.03476189  0.07853867  0.02698921
##   0.0031257158  0.03479935  0.07703958  0.02701993
##   0.0032745492  0.03483921  0.07536377  0.02705173
##   0.0034304693  0.03487773  0.07380094  0.02708177
##   0.0035938137  0.03491626  0.07224112  0.02711085
##   0.0037649358  0.03495390  0.07083222  0.02713871
##   0.0039442061  0.03499255  0.06939068  0.02716626
##   0.0041320124  0.03503017  0.06806679  0.02719202
##   0.0043287613  0.03506525  0.06707065  0.02721558
##   0.0045348785  0.03509684  0.06656706  0.02723581
##   0.0047508102  0.03512907  0.06617078  0.02725649
##   0.0049770236  0.03516076  0.06614382  0.02727658
##   0.0052140083  0.03519519  0.06614382  0.02729851
##   0.0054622772  0.03523294  0.06614382  0.02732251
##   0.0057223677  0.03527431  0.06614382  0.02734861
##   0.0059948425  0.03531964  0.06614382  0.02737800
##   0.0062802914  0.03536932  0.06614382  0.02741003
##   0.0065793322  0.03542375  0.06614382  0.02744584
##   0.0068926121  0.03548338  0.06614382  0.02748569
##   0.0072208090  0.03554870  0.06614382  0.02752888
##   0.0075646333  0.03562023  0.06614382  0.02757713
##   0.0079248290  0.03569856  0.06614382  0.02763186
##   0.0083021757  0.03578432  0.06614382  0.02769326
##   0.0086974900  0.03587819  0.06614382  0.02776103
##   0.0091116276  0.03595785  0.04268141  0.02781865
##   0.0095454846  0.03597288         NaN  0.02782868
##   0.0100000000  0.03597288         NaN  0.02782868
## 
## Tuning parameter 'alpha' was held constant at a value of 1
## RMSE was used to select the optimal model using the smallest value.
## The final values used for the model were alpha = 1 and lambda = 0.0007054802.

##    alpha       lambda
## 43     1 0.0007054802
##     alpha       lambda       RMSE   Rsquared        MAE       RMSESD  RsquaredSD        MAESD
## 1       1 0.0001000000 0.04121500 0.07623461 0.03228124 0.0010171774 0.023239463 0.0007544575
## 2       1 0.0001047616 0.04084163 0.07766564 0.03197494 0.0010171130 0.023317110 0.0007517806
## 3       1 0.0001097499 0.04047504 0.07915835 0.03167665 0.0010180711 0.023441695 0.0007532140
## 4       1 0.0001149757 0.04011112 0.08069531 0.03137938 0.0010203634 0.023569379 0.0007562485
## 5       1 0.0001204504 0.03975561 0.08225684 0.03108768 0.0010216862 0.023645746 0.0007610588
## 6       1 0.0001261857 0.03940642 0.08386300 0.03079766 0.0010237587 0.023689768 0.0007655989
## 7       1 0.0001321941 0.03906758 0.08550047 0.03051329 0.0010191987 0.023626544 0.0007676186
## 8       1 0.0001384886 0.03873294 0.08719317 0.03023118 0.0010131806 0.023522858 0.0007639257
## 9       1 0.0001450829 0.03840857 0.08892559 0.02995741 0.0010022296 0.023332446 0.0007547783
## 10      1 0.0001519911 0.03809310 0.09066663 0.02969113 0.0009930700 0.023132859 0.0007457288
## 11      1 0.0001592283 0.03778972 0.09245720 0.02943679 0.0009830721 0.022975151 0.0007369430
## 12      1 0.0001668101 0.03749482 0.09424132 0.02919263 0.0009731574 0.022776970 0.0007232857
## 13      1 0.0001747528 0.03721160 0.09604495 0.02895446 0.0009628912 0.022571782 0.0007117510
## 14      1 0.0001830738 0.03693688 0.09786347 0.02872429 0.0009545681 0.022359551 0.0007010215
## 15      1 0.0001917910 0.03667716 0.09964752 0.02851015 0.0009508238 0.022246104 0.0006967550
## 16      1 0.0002009233 0.03642770 0.10141774 0.02830602 0.0009487715 0.022119525 0.0006908029
## 17      1 0.0002104904 0.03618970 0.10319490 0.02811458 0.0009450630 0.021998568 0.0006816640
## 18      1 0.0002205131 0.03596145 0.10497609 0.02793416 0.0009415200 0.021879880 0.0006686302
## 19      1 0.0002310130 0.03574375 0.10679502 0.02775808 0.0009379130 0.021780923 0.0006544225
## 20      1 0.0002420128 0.03553442 0.10863823 0.02759118 0.0009337433 0.021631879 0.0006359294
## 21      1 0.0002535364 0.03533674 0.11048884 0.02743628 0.0009269733 0.021440698 0.0006155355
## 22      1 0.0002656088 0.03514839 0.11232853 0.02729126 0.0009193707 0.021225598 0.0005961305
## 23      1 0.0002782559 0.03497048 0.11420058 0.02715102 0.0009121600 0.021042497 0.0005761452
## 24      1 0.0002915053 0.03480222 0.11605257 0.02701730 0.0009045208 0.020813818 0.0005519132
## 25      1 0.0003053856 0.03464064 0.11802137 0.02689049 0.0008993369 0.020646621 0.0005296113
## 26      1 0.0003199267 0.03448823 0.11997975 0.02676886 0.0008934330 0.020485815 0.0005094080
## 27      1 0.0003351603 0.03434702 0.12188660 0.02665570 0.0008877643 0.020377680 0.0004920663
## 28      1 0.0003511192 0.03421619 0.12374536 0.02655167 0.0008817480 0.020259373 0.0004773176
## 29      1 0.0003678380 0.03409541 0.12556303 0.02645416 0.0008787303 0.020222288 0.0004650550
## 30      1 0.0003853529 0.03398625 0.12724299 0.02636521 0.0008760625 0.020154099 0.0004552791
## 31      1 0.0004037017 0.03388546 0.12890401 0.02628480 0.0008726617 0.020125065 0.0004466618
## 32      1 0.0004229243 0.03379498 0.13045731 0.02621584 0.0008672881 0.020056899 0.0004411530
## 33      1 0.0004430621 0.03371274 0.13198938 0.02615388 0.0008606917 0.019809018 0.0004368452
## 34      1 0.0004641589 0.03364070 0.13338597 0.02610046 0.0008539142 0.019579840 0.0004363300
## 35      1 0.0004862602 0.03357864 0.13464642 0.02605457 0.0008548785 0.019585546 0.0004410537
## 36      1 0.0005094138 0.03352668 0.13573719 0.02601552 0.0008555361 0.019651060 0.0004463062
## 37      1 0.0005336699 0.03348371 0.13669510 0.02598461 0.0008586929 0.019762708 0.0004493225
## 38      1 0.0005590810 0.03345278 0.13736008 0.02596182 0.0008639777 0.019928862 0.0004500510
## 39      1 0.0005857021 0.03342608 0.13806095 0.02594392 0.0008760638 0.020219509 0.0004496577
## 40      1 0.0006135907 0.03341027 0.13846427 0.02593126 0.0008873285 0.020509206 0.0004487082
## 41      1 0.0006428073 0.03340068 0.13874513 0.02592568 0.0008981596 0.020675535 0.0004508893
## 42      1 0.0006734151 0.03339866 0.13883765 0.02592586 0.0009071016 0.021010844 0.0004570503
## 43      1 0.0007054802 0.03339850 0.13901169 0.02592585 0.0009146556 0.021370492 0.0004629150
## 44      1 0.0007390722 0.03340263 0.13912469 0.02592934 0.0009194593 0.021869008 0.0004686083
## 45      1 0.0007742637 0.03340818 0.13931124 0.02593754 0.0009271338 0.022259353 0.0004736647
## 46      1 0.0008111308 0.03341811 0.13938720 0.02595027 0.0009295458 0.022699083 0.0004779308
## 47      1 0.0008497534 0.03343160 0.13938036 0.02596363 0.0009331897 0.023236309 0.0004834675
## 48      1 0.0008902151 0.03345311 0.13899634 0.02598375 0.0009351638 0.023789817 0.0004892286
## 49      1 0.0009326033 0.03347002 0.13894983 0.02599860 0.0009359807 0.024239032 0.0004922890
## 50      1 0.0009770100 0.03349017 0.13875525 0.02601335 0.0009313890 0.024393576 0.0004931062
## 51      1 0.0010235310 0.03350871 0.13874172 0.02602429 0.0009306826 0.024666162 0.0004982959
## 52      1 0.0010722672 0.03353401 0.13833642 0.02604053 0.0009291765 0.024977179 0.0005053224
## 53      1 0.0011233240 0.03356487 0.13762840 0.02606352 0.0009302962 0.025275837 0.0005127523
## 54      1 0.0011768120 0.03360357 0.13644350 0.02609318 0.0009300679 0.025632056 0.0005179770
## 55      1 0.0012328467 0.03365031 0.13470494 0.02613404 0.0009275688 0.025856416 0.0005206398
## 56      1 0.0012915497 0.03370295 0.13252633 0.02617958 0.0009236211 0.025971761 0.0005231565
## 57      1 0.0013530478 0.03376204 0.12983542 0.02622777 0.0009215433 0.025954879 0.0005270331
## 58      1 0.0014174742 0.03382611 0.12675808 0.02627904 0.0009185949 0.025881915 0.0005300547
## 59      1 0.0014849683 0.03389171 0.12353820 0.02633031 0.0009204308 0.025797092 0.0005345504
## 60      1 0.0015556761 0.03396162 0.11996563 0.02638448 0.0009215672 0.025831763 0.0005378147
## 61      1 0.0016297508 0.03403428 0.11614566 0.02644034 0.0009228558 0.025896115 0.0005390662
## 62      1 0.0017073526 0.03411022 0.11201925 0.02649872 0.0009233078 0.026125868 0.0005404231
## 63      1 0.0017886495 0.03418110 0.10817897 0.02655224 0.0009232291 0.026147381 0.0005405919
## 64      1 0.0018738174 0.03425078 0.10435183 0.02660331 0.0009192547 0.026032106 0.0005380046
## 65      1 0.0019630407 0.03431469 0.10090083 0.02665008 0.0009167177 0.025868418 0.0005338966
## 66      1 0.0020565123 0.03437740 0.09749359 0.02669687 0.0009110701 0.025887924 0.0005279834
## 67      1 0.0021544347 0.03443337 0.09458433 0.02673903 0.0009086208 0.025975584 0.0005225809
## 68      1 0.0022570197 0.03449063 0.09153344 0.02678128 0.0009052592 0.026047995 0.0005162016
## 69      1 0.0023644894 0.03454392 0.08878143 0.02682004 0.0009039479 0.026194584 0.0005111906
## 70      1 0.0024770764 0.03459881 0.08587355 0.02686083 0.0009020117 0.026384110 0.0005069128
## 71      1 0.0025950242 0.03464591 0.08354325 0.02689707 0.0009032243 0.026270971 0.0005042076
## 72      1 0.0027185882 0.03468945 0.08144134 0.02693126 0.0009005807 0.025959662 0.0004998069
## 73      1 0.0028480359 0.03472551 0.07997626 0.02695922 0.0009013409 0.025716335 0.0004967962
## 74      1 0.0029836472 0.03476189 0.07853867 0.02698921 0.0009009596 0.025670497 0.0004933691
## 75      1 0.0031257158 0.03479935 0.07703958 0.02701993 0.0009015600 0.025616710 0.0004910614
## 76      1 0.0032745492 0.03483921 0.07536377 0.02705173 0.0009021332 0.025493273 0.0004879453
## 77      1 0.0034304693 0.03487773 0.07380094 0.02708177 0.0009032230 0.025159268 0.0004839900
## 78      1 0.0035938137 0.03491626 0.07224112 0.02711085 0.0009035821 0.024743338 0.0004805580
## 79      1 0.0037649358 0.03495390 0.07083222 0.02713871 0.0009064430 0.024381431 0.0004780720
## 80      1 0.0039442061 0.03499255 0.06939068 0.02716626 0.0009075916 0.024158437 0.0004751542
## 81      1 0.0041320124 0.03503017 0.06806679 0.02719202 0.0009053200 0.023731356 0.0004693186
## 82      1 0.0043287613 0.03506525 0.06707065 0.02721558 0.0008994341 0.023587208 0.0004615863
## 83      1 0.0045348785 0.03509684 0.06656706 0.02723581 0.0008948703 0.023620077 0.0004552828
## 84      1 0.0047508102 0.03512907 0.06617078 0.02725649 0.0008892239 0.023513970 0.0004481350
## 85      1 0.0049770236 0.03516076 0.06614382 0.02727658 0.0008858365 0.023534867 0.0004417622
## 86      1 0.0052140083 0.03519519 0.06614382 0.02729851 0.0008824400 0.023534867 0.0004357123
## 87      1 0.0054622772 0.03523294 0.06614382 0.02732251 0.0008790817 0.023534867 0.0004297861
## 88      1 0.0057223677 0.03527431 0.06614382 0.02734861 0.0008757863 0.023534867 0.0004233945
## 89      1 0.0059948425 0.03531964 0.06614382 0.02737800 0.0008725823 0.023534867 0.0004178187
## 90      1 0.0062802914 0.03536932 0.06614382 0.02741003 0.0008695023 0.023534867 0.0004121080
## 91      1 0.0065793322 0.03542375 0.06614382 0.02744584 0.0008665834 0.023534867 0.0004069828
## 92      1 0.0068926121 0.03548338 0.06614382 0.02748569 0.0008638674 0.023534867 0.0004031703
## 93      1 0.0072208090 0.03554870 0.06614382 0.02752888 0.0008614020 0.023534867 0.0003999631
## 94      1 0.0075646333 0.03562023 0.06614382 0.02757713 0.0008592402 0.023534867 0.0003974254
## 95      1 0.0079248290 0.03569856 0.06614382 0.02763186 0.0008574416 0.023534867 0.0003945473
## 96      1 0.0083021757 0.03578432 0.06614382 0.02769326 0.0008560725 0.023534867 0.0003911670
## 97      1 0.0086974900 0.03587819 0.06614382 0.02776103 0.0008552058 0.023534867 0.0003894739
## 98      1 0.0091116276 0.03595785 0.04268141 0.02781865 0.0008428041 0.009228116 0.0003854587
## 99      1 0.0095454846 0.03597288        NaN 0.02782868 0.0008485551          NA 0.0003866529
## 100     1 0.0100000000 0.03597288        NaN 0.02782868 0.0008485551          NA 0.0003866529
## Warning: Removed 2 rows containing missing values (geom_path).
## Warning: Removed 2 rows containing missing values (geom_point).

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## [1] "Coefficients"
##                model.coef
## (Intercept)  2.096995e+00
## PC2         -2.440559e-04
## PC3          4.329271e-05
## PC5          2.209059e-05
## PC8         -6.562204e-05
## PC9         -1.719982e-04
## PC10         6.219891e-06
## PC12         1.195811e-04
## PC21         6.375537e-05
## PC23         5.487997e-05
## PC26         7.968134e-07
## PC27         2.582835e-04
## PC33        -1.648932e-06
## PC37         5.034038e-05
## PC38        -1.880636e-04
## PC39         7.805252e-05
## PC43        -6.467133e-05
## PC45        -9.039392e-05
## PC46        -1.224160e-05
## PC47        -4.225736e-05
## PC49         1.042496e-04
## PC53        -9.316781e-06
## PC56        -1.033017e-04
## PC60        -1.274071e-04
## PC65        -2.116809e-04
## PC67         1.079678e-04
## PC80         8.735960e-05
## PC81        -1.737858e-05
## PC84        -6.129164e-05
## PC85         1.132530e-04
## PC86        -3.711092e-04
## PC89        -2.298460e-04
## PC90        -8.705404e-05
## PC91         7.884750e-05
## PC92        -2.014628e-04
## PC94         3.084996e-05
## PC98         1.925744e-04
## PC99        -2.546805e-04
## PC103       -6.903493e-05
## PC106       -1.270271e-04
## PC108       -8.005922e-05
## PC109        1.071496e-04
## PC116       -3.833039e-06
## PC117       -5.833316e-05
## PC120        3.362030e-05
## PC122        2.614518e-04
## PC123        3.604674e-05
## PC124       -1.101243e-04
## PC126       -1.197258e-04
## PC127        1.242084e-04
## PC129        2.885568e-05
## PC131       -2.860690e-05
## PC134        1.836634e-04
## PC135       -6.538808e-05
## PC136        6.843973e-05
## PC140       -3.562862e-05
## PC143       -7.665741e-05
## PC146        7.067250e-05
## PC148       -1.508438e-04
## PC149        9.183768e-05
## PC151        4.692523e-05
## PC154       -5.906222e-05
## PC156       -1.137505e-05
## PC157        3.466651e-04
## PC158       -1.582759e-04
## PC164       -1.256827e-04
## PC165       -7.977906e-05
## PC168        5.313077e-05
## PC170        5.564265e-06
## PC171       -2.290782e-04
## PC174        5.860066e-05
## PC175       -6.545932e-05
## PC177       -1.338156e-04
## PC179       -6.927984e-05
## PC181        3.111001e-04
## PC186        4.198729e-04
## PC187        1.298570e-05
## PC189       -5.821110e-05
## PC190       -3.804678e-05
## PC192        1.846337e-04
## PC193       -3.868403e-05
## PC195        1.784824e-04
## PC196       -5.180241e-06
## PC197        2.838947e-04
## PC199        1.027171e-05
## PC200        1.539814e-04
## PC202        3.163088e-05
## PC204        1.030456e-04
## PC206        3.654986e-07
## PC210        2.291465e-04
## PC211       -1.026016e-04
## PC212       -5.084488e-05
## PC214       -1.453620e-04
## PC215       -1.973553e-04
## PC216       -6.772107e-05
## PC218        1.441684e-06
## PC219        2.378992e-04
## PC221        1.973059e-04
## PC222        3.037340e-05
## PC224       -1.924055e-04
## PC225        1.925902e-04
## PC228       -7.309103e-04
## PC229        2.901989e-05
## PC230       -2.314092e-04
## PC231       -9.658439e-04
## PC232        4.771576e-04
## PC233        3.519343e-04
## PC236        5.376178e-05
## PC237        6.107067e-04
## PC238        6.060424e-04
## PC239       -2.639996e-03
## PC240        1.950982e-04
## PC242        1.454390e-04
## PC245       -1.555100e-04
## PC249       -2.977463e-05
## PC266        6.039992e-05
## PC274       -3.583190e-05
## PC280        5.883272e-05
## PC281       -8.349909e-05
## PC283        9.219644e-05
## PC285       -1.662966e-04
## PC289        2.673394e-07
## PC293       -1.620020e-04
## PC299       -1.901360e-05
## PC303        9.502178e-06
## PC309        2.982064e-06
## PC329        6.362687e-05
## PC330       -3.036956e-05
## PC354        5.109896e-06
## PC356        9.974269e-05
## PC357        2.011811e-04
## PC368        1.415854e-05
## PC371       -4.397611e-05
## PC390        1.121032e-05
## PC391        1.061160e-05
## PC392        1.081524e-04
## PC399       -4.298656e-05
## PC405       -6.334662e-05
## PC415       -8.295072e-05
## PC416       -5.593962e-05
## PC436       -9.000011e-05
## PC438       -8.652726e-05
## PC441       -6.174421e-05
## PC450        2.499319e-04
## PC467        3.704958e-05
## PC471       -8.140435e-05
## PC472       -9.006943e-05
## PC481       -4.155246e-06
## PC495        7.867048e-05
## PC501       -2.660755e-06
## PC505        2.980562e-05
## PC536        1.014870e-05
## PC538       -5.935071e-05
## PC548        5.797848e-05
## PC550        2.049503e-04
## PC553       -2.066235e-05
## PC558        6.512560e-05
## PC566        7.871160e-06
## PC580       -8.929547e-05
## PC599       -3.825244e-05
## PC619       -6.629876e-06
## PC623        2.437707e-04
## PC640       -8.986675e-06
## PC648       -4.427676e-05
## PC652       -1.074429e-06
## PC657       -1.119748e-05
## PC669       -5.577658e-05
## PC675       -1.018774e-05
## PC679        1.155369e-04
## PC685       -1.288888e-05
## PC693        8.549270e-05
## PC706       -8.355386e-05
## PC708       -1.121802e-05
## PC709       -8.969800e-05
## PC710       -1.512561e-05
## PC716       -3.982410e-05
## PC718       -3.662565e-06
## PC728       -2.263241e-04
## PC738        9.777115e-06
## PC741       -6.419139e-06
## PC745       -1.209611e-04
## PC751        1.959753e-04
## PC755        7.811236e-05
## PC761        3.983661e-05
## PC766        1.314441e-05
## PC770        2.025452e-04
## PC774        4.751061e-05
## PC787       -8.756734e-05
## PC792        5.108658e-06
## PC797       -1.746973e-04
## PC801        6.868403e-05
## PC809       -6.484617e-05
## PC819       -1.038020e-04
## PC824        9.702598e-05
## PC835       -4.608438e-05
## PC841       -4.820081e-05
## PC842        9.432476e-05
## PC845       -2.761962e-05
## PC849        7.969390e-05
## PC857        6.385249e-06
## PC859       -7.486285e-05
## PC865        6.096691e-06
## PC880        6.941312e-06
## PC885        2.530265e-04
## PC886        5.785997e-05
## PC893       -1.737950e-04
## PC896        5.139300e-06
## PC899        1.501787e-05
## PC900        5.556751e-05
## PC901        5.482922e-05
## PC904       -5.715963e-05
## PC910        8.423207e-05
## PC923       -7.356125e-05
## PC927        5.451476e-05
## PC929       -1.232308e-04
## PC937       -7.540806e-06
## PC942       -3.493513e-05
## PC944        1.106251e-04
## PC946        6.389905e-05
## PC963       -2.440169e-05
## PC979       -1.412070e-04
## PC992        7.061808e-05
## PC1002      -1.398334e-04
## PC1004      -1.615209e-04
## PC1011       4.920718e-05
## PC1013      -3.973533e-06
## PC1016      -7.063604e-05
## PC1027       1.760072e-04
## PC1032      -2.227751e-05
## PC1040      -1.045546e-04
## PC1043       1.133095e-05
## PC1053      -1.272320e-05
## PC1064      -1.362738e-04
## PC1074       1.911998e-05
## PC1078       2.380390e-05
## PC1079       7.899274e-05
## PC1091      -3.372306e-05
## PC1116      -4.830291e-05
## PC1130      -7.341218e-05
## PC1131       2.907127e-05
## PC1133       7.816213e-05
## PC1141      -1.721910e-04
## PC1145      -2.285893e-05
## PC1151       7.634847e-05
## PC1160      -1.014051e-04
## PC1162       5.670404e-05
## PC1167       6.071205e-05
## PC1169       2.197574e-04
## PC1175       8.241977e-05
## PC1182      -7.803605e-05
## PC1196      -3.672223e-05
## PC1206      -6.603134e-05
## PC1214       1.264117e-04
## PC1235      -3.786789e-05
## PC1243      -7.043240e-05
## PC1244      -5.552322e-05
## PC1257       3.344750e-05
## PC1265       7.221057e-05
## PC1268      -2.060201e-04
## PC1271      -4.232669e-06
## PC1275      -5.571355e-05
## PC1277       6.430289e-06
## PC1285      -1.475572e-04
## PC1289       2.393409e-04
## PC1298       1.103485e-05
## PC1339      -5.428865e-06
## PC1343      -1.023861e-04
## PC1346      -5.111694e-05
## PC1352       1.257914e-05
## PC1355      -3.252555e-05
## PC1358       7.575403e-07
## PC1360       4.528260e-06
## PC1365      -1.031151e-04
## PC1374       1.660186e-05
## PC1379       1.856205e-04
## PC1382      -3.442536e-05
## PC1383      -3.210998e-06
## PC1388      -3.676835e-05
## PC1395      -6.978638e-05
## PC1400      -1.634891e-05
## PC1409      -1.580580e-04
## PC1420      -1.811684e-04
## PC1422      -4.378122e-06
## PC1431       1.636925e-05
## PC1437      -2.599667e-05
## PC1448       1.992086e-04
## PC1451      -1.378603e-05
## PC1463       9.252896e-05
## PC1465      -5.025329e-05
## PC1470       1.780796e-06
## PC1471      -1.962625e-05
## PC1483      -2.102859e-04
## PC1492      -7.947009e-06
## PC1494       2.003264e-05
## PC1495       3.505604e-05
## PC1505       5.033533e-06
## PC1512       1.132266e-04
## PC1515       3.782444e-05
## PC1528       3.416550e-05
## PC1532      -6.461709e-05
## PC1535      -1.332555e-04
## PC1555       4.633432e-05
## PC1570       6.351949e-05
## PC1579      -3.959276e-07
## PC1580      -1.540009e-05
## PC1581      -1.011009e-05
## PC1585      -8.643943e-05
## PC1600       3.346973e-05
## PC1609      -1.104852e-05
## PC1611      -6.719207e-07
## PC1615      -1.799086e-04
## PC1617      -1.343316e-04
## PC1620      -1.703742e-05
## PC1621       4.227483e-05
## PC1628       2.941185e-05
## PC1629       9.062116e-07
## PC1655       6.091559e-05
## PC1674       4.462479e-05
## PC1698       3.139809e-05
## PC1716       5.476688e-05
## PC1727       4.973809e-05
## PC1728      -2.753758e-05
## PC1737       1.922297e-04
## PC1747       5.571631e-05
## PC1759       7.505584e-05
## PC1764       6.509334e-05
## PC1769      -6.939921e-05
## PC1772      -1.650342e-04
## PC1773       3.154222e-05
## PC1788      -7.810410e-06
## PC1797       6.547101e-05
## PC1804       7.593139e-05
## PC1807      -9.871188e-05
## PC1808      -9.568121e-06
## PC1822      -6.202988e-05
## PC1827      -1.162126e-05
## PC1832      -1.578382e-05
## PC1833      -7.665628e-06
## PC1835       7.485638e-05
## PC1836       2.885287e-04
## PC1844       5.523275e-05
## PC1847      -5.843533e-05
## PC1849      -1.310643e-05
## PC1870      -7.984656e-06
## PC1881       1.407672e-05
## PC1885      -1.949887e-05
## PC1895      -1.011200e-05
## PC1908       7.159931e-05
## PC1914      -1.927904e-04
## PC1918      -9.517545e-05
## PC1923       1.175067e-06
## PC1925      -1.769141e-06
## PC1947       1.415922e-04
## PC1949      -5.018328e-06
## PC1956      -2.339822e-04
## PC1962      -1.816845e-04
## PC1970      -5.669224e-05
## PC1972      -1.917761e-04
## PC1978       6.875984e-06
## PC1980       4.192596e-06
## PC1988       5.832832e-05
## PC1993      -9.262944e-06
## PC2041       2.146218e-05
## PC2042       3.966699e-06
## PC2054      -3.970363e-05
## PC2061       6.039311e-08
## PC2086      -5.711885e-05
## PC2094       4.260160e-05
## PC2095       1.869464e-06
## PC2098      -1.169589e-04
## PC2106       3.800619e-05
## PC2111       7.169909e-05
## PC2112      -1.627478e-04
## PC2115      -1.562828e-04
## PC2120      -3.633699e-05
## PC2131       4.167631e-04
## PC2137       2.420298e-04
## PC2139      -5.651254e-05
## PC2169      -1.861341e-06
## PC2170      -1.309382e-04
## PC2173      -8.704425e-05
## PC2189      -4.898722e-05
## PC2192       1.723554e-04
## PC2194       3.822164e-06
## PC2209       2.565047e-05
## PC2248      -7.020984e-05
## PC2277      -6.936890e-05
## PC2281      -7.078743e-05
## PC2293       7.565645e-05
## PC2296      -9.731731e-06
## PC2323      -8.216741e-05
## PC2327       1.568761e-04
## PC2333       3.899155e-06
## PC2338      -5.865802e-06
## PC2342       6.924528e-05
## PC2373      -1.189434e-04
## PC2378       1.035858e-05
## PC2383       6.714402e-06
## PC2387       9.369802e-05
## PC2391       5.832032e-06
## PC2395       1.394233e-04
## PC2414       1.245924e-05
## PC2419      -8.910835e-05
## PC2421       4.584309e-06
## PC2434      -1.332644e-04
## PC2436      -1.046661e-04
## PC2438       1.232293e-04
## PC2442       9.622347e-05
## PC2459      -2.867614e-04
## PC2467       2.736892e-04
## PC2471       8.061015e-05
## PC2480      -3.901206e-05
## PC2484       6.907690e-06
## PC2485       1.484886e-04
## PC2492      -9.588225e-05
## PC2493      -5.304463e-05
## PC2498       1.664465e-04
## PC2507       5.607449e-05
## PC2508      -6.817784e-05
## PC2511      -3.560933e-06
## PC2533       1.659924e-04
## PC2537      -1.147856e-04
## PC2540       2.496388e-04
## PC2543       4.231575e-05
## PC2546      -1.926287e-05
## PC2549       1.372154e-04
## PC2565       7.102088e-05
## PC2585       1.071715e-04
## PC2615      -2.981832e-05
## PC2620       1.034529e-04
## PC2627       1.411548e-04
## PC2637       2.035905e-04
## PC2648      -1.348031e-04
## PC2649      -1.198940e-04
## PC2655       8.205364e-06
## PC2658      -7.726079e-05
## PC2663       2.195582e-05
## PC2665       1.499088e-04
## PC2666       4.995954e-05
## PC2682       1.482955e-04
## PC2684      -1.394213e-04
## PC2690       1.036864e-04
## PC2698      -1.358070e-04
## PC2708      -3.807722e-05
## PC2709       6.785371e-05
## PC2729       1.927639e-05
## PC2732       3.060961e-05
## PC2740      -8.994045e-05
## PC2741      -6.026141e-05
## PC2754      -1.752104e-04
## PC2760       3.544380e-05
## PC2761      -8.015069e-05
## PC2762      -5.569772e-05
## PC2770       7.076383e-05
## PC2776       1.169187e-04
## PC2787       7.273452e-05
## PC2792       8.156791e-05
## PC2801       4.845659e-05
## PC2804      -2.194689e-05
## PC2825       4.025910e-05
## PC2834      -2.107488e-04
## PC2849      -2.689253e-05
## PC2861      -1.517745e-04
## PC2869      -1.084708e-05
## PC2870       5.416460e-05
## PC2872      -1.132564e-04
## PC2878      -8.328298e-06
## PC2891      -8.180241e-05
## PC2907      -8.590992e-05
## PC2938       3.222236e-06
## PC2945      -3.342128e-07
## PC2949       1.818607e-04
## PC2950       3.718128e-05
## PC2966      -3.030742e-06
## PC2967      -1.304814e-04
## PC2990      -6.580209e-05
## PC2995      -6.415787e-05
## PC3018       1.504597e-05
## PC3024      -9.039062e-05
## PC3026      -3.592221e-06
## PC3031      -2.398941e-04
## PC3038      -1.435935e-04
## PC3042       1.757415e-06
## PC3043       7.236126e-05
## PC3063      -8.655254e-06
## PC3073       1.246225e-05
## PC3077      -9.050546e-05
## PC3089       5.661862e-06
## PC3102      -7.291434e-06
## PC3117      -2.585140e-04
## PC3125       7.905106e-05
## PC3142      -4.145141e-05
## PC3145      -1.198299e-04
## PC3159      -8.242135e-05
## PC3182       1.800014e-05
## PC3184       9.646009e-06
## PC3192       2.711662e-05
## PC3195       1.839777e-04
## PC3199      -7.337544e-06
## PC3201      -5.430253e-05
## PC3212      -3.452207e-04
## PC3213      -1.942955e-05
## PC3244      -1.345857e-05
## PC3253      -2.460675e-05
## PC3254       8.554338e-05
## PC3255      -1.586560e-05
## PC3257       6.435897e-05
## PC3265      -3.218374e-05
## PC3269      -5.643278e-06
## PC3279       1.796906e-04
## PC3293       2.026209e-04
## PC3297      -3.055207e-04
## PC3308       1.040409e-05
## PC3312      -1.450084e-06
## PC3317      -5.978904e-06
## PC3321      -5.106466e-06
## PC3335      -2.419845e-04
## PC3336       1.423253e-05
## PC3340       1.907729e-05
## PC3355      -1.017465e-04
## PC3377       6.152359e-06
## PC3382      -1.494603e-04
## PC3392       6.577403e-05
## PC3405      -1.849351e-04
## PC3418       1.969606e-04
## PC3430       2.386549e-05
## PC3442      -4.345197e-06
## PC3445      -1.372755e-04
## PC3453       2.101162e-04
## PC3463      -2.328593e-04
## PC3479      -1.431954e-05
## PC3484       3.803746e-06
## PC3486       1.931412e-04
## PC3509       5.828690e-05
## PC3514      -7.794200e-05
## PC3516      -1.540328e-04
## PC3522      -1.091448e-04
## PC3525      -1.397470e-05
## PC3534      -4.767312e-06
## PC3544      -1.942996e-04
## PC3551      -1.931135e-05
## PC3552      -2.374735e-06
## PC3573       6.291018e-05
## PC3575      -7.229486e-05
## PC3577      -1.106849e-04
## PC3604       7.029906e-07
## PC3609      -8.926170e-05
## PC3615      -6.485139e-05
## PC3630       1.220765e-04
## PC3634      -1.139143e-05
## PC3646      -4.877075e-05
## PC3658       1.333196e-05
## PC3670       1.587325e-04
## PC3689      -2.251283e-04
## PC3690       1.799333e-05
## PC3695      -6.587261e-05
## PC3698      -7.048222e-05
## PC3716       1.470394e-06
## PC3731      -2.134713e-05
## PC3733      -5.904405e-05
## PC3736       2.100031e-04
## PC3748       9.690136e-05
## PC3749       4.659853e-06
## PC3772      -1.169947e-05
## PC3786       4.815425e-05
## PC3801      -6.843222e-05
## PC3805      -2.509523e-04
## PC3816      -3.561135e-04
## PC3819      -4.153863e-06
## PC3825       8.416912e-05
## PC3834       1.223675e-04

Test

if (algo.LASSO.caret == TRUE){
  test.model(model.LASSO.caret, data.test
             ,method = 'glmnet',subopt = "LASSO"
             ,formula = formula, feature.names = feature.names, label.names = label.names
             ,draw.limits = TRUE, transformation = t)
}
## [1] "Summary of predicted values: "
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   2.059   2.088   2.097   2.097   2.107   2.139 
## [1] "glmnet LASSO Test MSE: 0.00109060132117475"
## [1] "glmnet LASSO Test RMSE: 0.03302425352941"
## [1] "glmnet LASSO Test MSE (Org Scale): 98.2875002148647"
## [1] "glmnet LASSO Test RMSE (Org Scale): 9.91400525594297"

LARS with CV

Train

if (algo.LARS.caret == TRUE){
  set.seed(1)
  returned = train.caret.glmselect(formula = formula
                                   ,data =  data.train
                                   ,method = "lars"
                                   ,subopt = 'NULL'
                                   ,feature.names = feature.names)
  model.LARS.caret = returned$model
}
## Warning in nominalTrainWorkflow(x = x, y = y, wts = weights, info = trainInfo, : There were missing values in resampled
## performance measures.
## Aggregating results
## Selecting tuning parameters
## Fitting fraction = 0.0909 on full training set
## Least Angle Regression 
## 
## 5584 samples
## 3834 predictors
## 
## Pre-processing: centered (3834), scaled (3834) 
## Resampling: Cross-Validated (10 fold) 
## Summary of sample sizes: 5026, 5026, 5026, 5025, 5025, 5026, ... 
## Resampling results across tuning parameters:
## 
##   fraction    RMSE        Rsquared    MAE       
##   0.00000000  0.03597288         NaN  0.02782868
##   0.01010101  0.03410688  0.11214397  0.02649705
##   0.02020202  0.03363609  0.13524220  0.02612119
##   0.03030303  0.03351697  0.13855427  0.02602857
##   0.04040404  0.03347700  0.13853601  0.02600302
##   0.05050505  0.03344001  0.13908445  0.02597125
##   0.06060606  0.03341765  0.13921897  0.02594921
##   0.07070707  0.03340702  0.13905530  0.02593423
##   0.08080808  0.03340035  0.13894627  0.02592726
##   0.09090909  0.03339826  0.13886337  0.02592682
##   0.10101010  0.03340267  0.13869804  0.02592666
##   0.11111111  0.03341333  0.13842687  0.02593382
##   0.12121212  0.03343005  0.13804055  0.02594500
##   0.13131313  0.03345960  0.13724122  0.02596502
##   0.14141414  0.03349063  0.13657716  0.02598819
##   0.15151515  0.03352941  0.13574722  0.02601671
##   0.16161616  0.03357788  0.13468986  0.02605175
##   0.17171717  0.03363151  0.13361109  0.02609139
##   0.18181818  0.03369112  0.13246521  0.02613629
##   0.19191919  0.03375719  0.13122954  0.02618436
##   0.20202020  0.03382945  0.12991942  0.02623920
##   0.21212121  0.03390731  0.12858245  0.02630115
##   0.22222222  0.03398932  0.12726880  0.02636660
##   0.23232323  0.03407642  0.12593813  0.02643767
##   0.24242424  0.03417133  0.12450376  0.02651487
##   0.25252525  0.03427425  0.12298126  0.02659765
##   0.26262626  0.03438459  0.12140846  0.02668663
##   0.27272727  0.03449956  0.11987384  0.02677845
##   0.28282828  0.03461996  0.11834046  0.02687341
##   0.29292929  0.03474869  0.11673539  0.02697420
##   0.30303030  0.03488049  0.11522193  0.02707840
##   0.31313131  0.03501730  0.11373028  0.02718658
##   0.32323232  0.03516147  0.11222985  0.02730051
##   0.33333333  0.03531174  0.11075916  0.02741713
##   0.34343434  0.03546995  0.10927110  0.02754023
##   0.35353535  0.03563593  0.10775562  0.02767170
##   0.36363636  0.03580708  0.10629005  0.02780842
##   0.37373737  0.03598530  0.10483216  0.02795279
##   0.38383838  0.03617037  0.10339245  0.02810122
##   0.39393939  0.03636264  0.10195633  0.02825521
##   0.40404040  0.03656610  0.10045154  0.02842136
##   0.41414141  0.03677871  0.09894139  0.02859571
##   0.42424242  0.03699971  0.09742703  0.02878001
##   0.43434343  0.03722813  0.09594014  0.02897410
##   0.44444444  0.03746654  0.09442276  0.02917404
##   0.45454545  0.03771520  0.09288504  0.02938082
##   0.46464646  0.03797264  0.09134402  0.02959765
##   0.47474747  0.03824014  0.08980328  0.02982424
##   0.48484848  0.03851527  0.08832276  0.03005651
##   0.49494949  0.03880032  0.08682370  0.03029721
##   0.50505051  0.03909529  0.08531680  0.03054269
##   0.51515152  0.03939876  0.08382119  0.03079565
##   0.52525253  0.03971006  0.08237194  0.03105406
##   0.53535354  0.04003002  0.08094814  0.03131832
##   0.54545455  0.04035954  0.07954173  0.03158793
##   0.55555556  0.04069709  0.07816702  0.03186382
##   0.56565657  0.04104348  0.07680935  0.03214755
##   0.57575758  0.04139901  0.07547770  0.03243996
##   0.58585859  0.04176404  0.07417239  0.03274168
##   0.59595960  0.04213850  0.07287659  0.03305244
##   0.60606061  0.04252264  0.07157731  0.03337111
##   0.61616162  0.04291491  0.07031913  0.03369972
##   0.62626263  0.04331675  0.06909428  0.03403741
##   0.63636364  0.04372738  0.06787792  0.03437987
##   0.64646465  0.04414594  0.06667504  0.03472533
##   0.65656566  0.04456965  0.06552455  0.03507170
##   0.66666667  0.04500250  0.06439223  0.03542302
##   0.67676768  0.04544390  0.06327392  0.03578042
##   0.68686869  0.04589439  0.06216389  0.03614433
##   0.69696970  0.04635440  0.06107575  0.03651448
##   0.70707071  0.04682177  0.06001254  0.03689166
##   0.71717172  0.04729540  0.05897626  0.03727588
##   0.72727273  0.04777653  0.05796788  0.03766916
##   0.73737374  0.04826434  0.05699615  0.03806839
##   0.74747475  0.04876103  0.05602436  0.03847186
##   0.75757576  0.04926514  0.05505726  0.03888095
##   0.76767677  0.04977621  0.05409321  0.03929779
##   0.77777778  0.05029598  0.05313454  0.03972335
##   0.78787879  0.05082611  0.05215573  0.04016138
##   0.79797980  0.05136472  0.05118808  0.04060299
##   0.80808081  0.05190988  0.05023075  0.04104620
##   0.81818182  0.05246373  0.04928180  0.04149600
##   0.82828283  0.05302399  0.04836174  0.04194915
##   0.83838384  0.05358736  0.04749582  0.04240425
##   0.84848485  0.05415643  0.04668388  0.04286144
##   0.85858586  0.05473162  0.04588507  0.04332014
##   0.86868687  0.05531173  0.04510876  0.04378325
##   0.87878788  0.05589629  0.04435162  0.04424699
##   0.88888889  0.05648689  0.04359936  0.04471500
##   0.89898990  0.05708020  0.04286281  0.04518365
##   0.90909091  0.05767603  0.04214348  0.04565323
##   0.91919192  0.05827764  0.04143202  0.04612251
##   0.92929293  0.05888439  0.04072353  0.04659391
##   0.93939394  0.05949753  0.04001091  0.04706875
##   0.94949495  0.06011444  0.03932469  0.04754620
##   0.95959596  0.06073735  0.03863026  0.04802780
##   0.96969697  0.06136249  0.03795847  0.04851197
##   0.97979798  0.06199116  0.03730304  0.04899761
##   0.98989899  0.06262385  0.03666713  0.04948526
##   1.00000000  0.06325797  0.03603861  0.04997428
## 
## RMSE was used to select the optimal model using the smallest value.
## The final value used for the model was fraction = 0.09090909.

##      fraction
## 10 0.09090909
## Warning: Removed 1 rows containing missing values (geom_point).

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## [1] "Coefficients"
##           PC2           PC3           PC5           PC8           PC9          PC10          PC12          PC21 
## -1.404582e-03  2.623098e-04  1.405347e-04 -3.803091e-04 -9.828687e-04  4.834325e-05  6.755725e-04  3.690417e-04 
##          PC23          PC27          PC33          PC37          PC38          PC39          PC43          PC45 
##  3.184484e-04  1.416746e-03 -1.829504e-06  2.850784e-04 -1.023006e-03  4.322584e-04 -3.585062e-04 -4.960885e-04 
##          PC46          PC47          PC49          PC53          PC56          PC60          PC65          PC67 
## -7.803082e-05 -2.327934e-04  5.669371e-04 -6.240829e-05 -5.559124e-04 -6.829057e-04 -1.108777e-03  5.772929e-04 
##          PC80          PC81          PC84          PC85          PC86          PC89          PC90          PC91 
##  4.626458e-04 -1.055837e-04 -3.291126e-04  5.877118e-04 -1.908068e-03 -1.181899e-03 -4.523554e-04  4.075957e-04 
##          PC92          PC94          PC98          PC99         PC103         PC106         PC108         PC109 
## -1.026775e-03  1.704024e-04  9.822610e-04 -1.288273e-03 -3.628832e-04 -6.475529e-04 -4.137819e-04  5.412171e-04 
##         PC116         PC117         PC120         PC122         PC123         PC124         PC126         PC127 
## -1.990085e-05 -2.971623e-04  1.791440e-04  1.294703e-03  1.905329e-04 -5.528523e-04 -5.955465e-04  6.216963e-04 
##         PC129         PC131         PC134         PC135         PC136         PC140         PC143         PC146 
##  1.553612e-04 -1.540129e-04  8.962145e-04 -3.228165e-04  3.383062e-04 -1.850863e-04 -3.819890e-04  3.531052e-04 
##         PC148         PC149         PC151         PC154         PC156         PC157         PC158         PC164 
## -7.285190e-04  4.471705e-04  2.379087e-04 -2.935615e-04 -6.409664e-05  1.640014e-03 -7.522387e-04 -6.019713e-04 
##         PC165         PC168         PC170         PC171         PC174         PC175         PC177         PC179 
## -3.840490e-04  2.596789e-04  3.427210e-05 -1.076438e-03  2.775749e-04 -3.163939e-04 -6.255606e-04 -3.287477e-04 
##         PC181         PC186         PC187         PC189         PC190         PC192         PC193         PC195 
##  1.441228e-03  1.909068e-03  7.039973e-05 -2.788203e-04 -1.860101e-04  8.422070e-04 -1.892369e-04  8.121481e-04 
##         PC196         PC197         PC199         PC200         PC202         PC204         PC210         PC211 
## -3.156788e-05  1.279414e-03  5.667283e-05  6.975488e-04  1.551932e-04  4.685288e-04  1.014661e-03 -4.600105e-04 
##         PC212         PC214         PC215         PC216         PC219         PC221         PC222         PC224 
## -2.328756e-04 -6.402458e-04 -8.665898e-04 -3.055171e-04  1.026078e-03  8.241365e-04  1.391619e-04 -7.861386e-04 
##         PC225         PC228         PC229         PC230         PC231         PC232         PC233         PC236 
##  7.846450e-04 -2.799964e-03  1.260530e-04 -8.790974e-04 -3.567014e-03  1.767357e-03  1.283161e-03  1.978668e-04 
##         PC237         PC238         PC239         PC240         PC242         PC245         PC249         PC266 
##  2.064083e-03  2.011795e-03 -8.457624e-03  5.715090e-04  4.336983e-04 -4.671977e-04 -9.873443e-05  1.853770e-04 
##         PC274         PC280         PC281         PC283         PC285         PC293         PC299         PC303 
## -1.151495e-04  1.784894e-04 -2.469769e-04  2.746774e-04 -4.791139e-04 -4.686971e-04 -6.748157e-05  3.496020e-05 
##         PC309         PC329         PC330         PC354         PC356         PC357         PC368         PC371 
##  2.702205e-07  1.894666e-04 -9.596586e-05  9.245512e-06  2.911656e-04  5.696522e-04  5.306816e-05 -1.348914e-04 
##         PC390         PC391         PC392         PC399         PC405         PC415         PC416         PC436 
##  4.214020e-05  3.878479e-05  3.080831e-04 -1.325645e-04 -1.881089e-04 -2.391314e-04 -1.638879e-04 -2.597200e-04 
##         PC438         PC441         PC450         PC467         PC471         PC472         PC481         PC495 
## -2.480835e-04 -1.795668e-04  6.868403e-04  1.151667e-04 -2.313176e-04 -2.592527e-04 -1.775120e-06  2.235059e-04 
##         PC505         PC536         PC538         PC548         PC550         PC553         PC558         PC566 
##  9.503530e-05  3.472027e-05 -1.733977e-04  1.713837e-04  5.617111e-04 -7.001058e-05  1.851204e-04  2.574767e-05 
##         PC580         PC599         PC619         PC623         PC640         PC648         PC657         PC669 
## -2.523037e-04 -1.130154e-04 -2.045399e-05  6.506878e-04 -2.788807e-05 -1.285893e-04 -3.995539e-05 -1.580661e-04 
##         PC675         PC679         PC685         PC693         PC706         PC708         PC709         PC710 
## -3.603364e-05  3.136491e-04 -4.523591e-05  2.343647e-04 -2.318332e-04 -4.172621e-05 -2.493873e-04 -5.531623e-05 
##         PC716         PC718         PC728         PC738         PC741         PC745         PC751         PC755 
## -1.152734e-04 -1.367564e-06 -5.992647e-04  3.512477e-05 -2.044233e-05 -3.219919e-04  5.168564e-04  2.150716e-04 
##         PC761         PC766         PC770         PC774         PC787         PC792         PC797         PC801 
##  1.130094e-04  4.792732e-05  5.317941e-04  1.338865e-04 -2.357531e-04  8.816819e-06 -4.543806e-04  1.912200e-04 
##         PC809         PC819         PC824         PC835         PC841         PC842         PC845         PC849 
## -1.765708e-04 -2.818478e-04  2.584152e-04 -1.270920e-04 -1.338367e-04  2.526245e-04 -8.461926e-05  2.116098e-04 
##         PC857         PC859         PC865         PC880         PC885         PC886         PC893         PC896 
##  1.902151e-05 -2.007388e-04  1.178551e-05  1.942225e-05  6.519900e-04  1.622426e-04 -4.535520e-04  1.204360e-05 
##         PC899         PC900         PC901         PC904         PC910         PC923         PC927         PC929 
##  4.999572e-05  1.522302e-04  1.522353e-04 -1.572218e-04  2.260978e-04 -1.978693e-04  1.525885e-04 -3.260941e-04 
##         PC937         PC942         PC944         PC946         PC963         PC979         PC992        PC1002 
## -2.357680e-05 -9.903735e-05  2.897691e-04  1.727905e-04 -7.612893e-05 -3.670205e-04  1.901018e-04 -3.611006e-04 
##        PC1004        PC1011        PC1013        PC1016        PC1027        PC1032        PC1040        PC1043 
## -4.103541e-04  1.370022e-04 -3.864643e-07 -1.868722e-04  4.489915e-04 -6.480954e-05 -2.734416e-04  3.763147e-05 
##        PC1053        PC1064        PC1074        PC1078        PC1079        PC1091        PC1116        PC1130 
## -4.217711e-05 -3.451229e-04  6.299958e-05  7.133803e-05  2.037354e-04 -9.959019e-05 -1.279882e-04 -1.951610e-04 
##        PC1131        PC1133        PC1141        PC1145        PC1151        PC1160        PC1162        PC1167 
##  8.547408e-05  2.048273e-04 -4.343986e-04 -6.776216e-05  1.979648e-04 -2.632576e-04  1.485978e-04  1.631072e-04 
##        PC1169        PC1175        PC1182        PC1196        PC1206        PC1214        PC1235        PC1243 
##  5.428685e-04  2.165368e-04 -2.018273e-04 -1.014114e-04 -1.695186e-04  3.220126e-04 -1.014385e-04 -1.817510e-04 
##        PC1244        PC1257        PC1265        PC1268        PC1275        PC1277        PC1285        PC1289 
## -1.466684e-04  9.338096e-05  1.838693e-04 -5.056304e-04 -1.458722e-04  1.088182e-05 -3.655663e-04  5.829358e-04 
##        PC1298        PC1339        PC1343        PC1346        PC1352        PC1355        PC1360        PC1365 
##  3.588736e-05 -4.925540e-06 -2.569788e-04 -1.320297e-04  4.284770e-05 -8.853976e-05  3.429139e-06 -2.548993e-04 
##        PC1374        PC1379        PC1382        PC1388        PC1395        PC1400        PC1409        PC1420 
##  5.493670e-05  4.469700e-04 -9.247089e-05 -1.005822e-04 -1.769042e-04 -5.495700e-05 -3.818448e-04 -4.386337e-04 
##        PC1422        PC1431        PC1437        PC1448        PC1451        PC1463        PC1465        PC1471 
## -2.763892e-06  5.316411e-05 -7.626356e-05  4.769214e-04 -4.254370e-05  2.329618e-04 -1.300773e-04 -5.584754e-05 
##        PC1483        PC1492        PC1494        PC1495        PC1505        PC1512        PC1515        PC1528 
## -4.998738e-04 -2.194785e-05  6.014499e-05  9.730165e-05  9.612185e-06  2.787693e-04  1.008021e-04  9.280586e-05 
##        PC1532        PC1535        PC1555        PC1570        PC1580        PC1581        PC1585        PC1600 
## -1.603894e-04 -3.180916e-04  1.196493e-04  1.583826e-04 -5.027487e-05 -3.034986e-05 -2.145715e-04  8.872769e-05 
##        PC1609        PC1615        PC1617        PC1620        PC1621        PC1628        PC1655        PC1674 
## -3.196022e-05 -4.243162e-04 -3.194893e-04 -5.186358e-05  1.103935e-04  8.233451e-05  1.542844e-04  1.149362e-04 
##        PC1698        PC1716        PC1727        PC1728        PC1737        PC1747        PC1759        PC1764 
##  8.704095e-05  1.354996e-04  1.219480e-04 -7.584693e-05  4.414843e-04  1.373184e-04  1.826286e-04  1.590583e-04 
##        PC1769        PC1772        PC1773        PC1788        PC1797        PC1804        PC1807        PC1808 
## -1.704908e-04 -3.804596e-04  8.555637e-05 -1.861482e-05  1.576212e-04  1.825111e-04 -2.361121e-04 -2.190999e-05 
##        PC1822        PC1827        PC1832        PC1833        PC1835        PC1836        PC1844        PC1847 
## -1.536792e-04 -3.380571e-05 -4.934810e-05 -1.209178e-05  1.812079e-04  6.557794e-04  1.393713e-04 -1.455934e-04 
##        PC1849        PC1870        PC1881        PC1885        PC1895        PC1908        PC1914        PC1918 
## -3.944972e-05 -1.431824e-05  4.409568e-05 -5.368542e-05 -2.856143e-05  1.699773e-04 -4.343947e-04 -2.244334e-04 
##        PC1947        PC1949        PC1956        PC1962        PC1970        PC1972        PC1978        PC1980 
##  3.231555e-04 -6.885654e-06 -5.221185e-04 -4.134592e-04 -1.387054e-04 -4.325813e-04  1.363181e-05  9.492476e-07 
##        PC1988        PC1993        PC2041        PC2054        PC2086        PC2094        PC2098        PC2106 
##  1.458512e-04 -2.155692e-05  5.568275e-05 -1.028110e-04 -1.380700e-04  1.044940e-04 -2.601063e-04  9.552531e-05 
##        PC2111        PC2112        PC2115        PC2120        PC2131        PC2137        PC2139        PC2170 
##  1.691271e-04 -3.596183e-04 -3.499318e-04 -9.178402e-05  8.974666e-04  5.280459e-04 -1.354657e-04 -2.879079e-04 
##        PC2173        PC2189        PC2192        PC2194        PC2209        PC2248        PC2277        PC2281 
## -2.016834e-04 -1.158221e-04  3.775859e-04  6.268319e-07  7.131335e-05 -1.640944e-04 -1.597301e-04 -1.627573e-04 
##        PC2293        PC2296        PC2323        PC2327        PC2333        PC2338        PC2342        PC2373 
##  1.726679e-04 -2.388528e-05 -1.825247e-04  3.397143e-04  2.076549e-06 -6.892455e-06  1.574210e-04 -2.609982e-04 
##        PC2378        PC2383        PC2387        PC2391        PC2395        PC2414        PC2419        PC2421 
##  2.433347e-05  1.107683e-05  2.056811e-04  7.905459e-06  3.043274e-04  3.632220e-05 -1.985793e-04  3.197911e-06 
##        PC2434        PC2436        PC2438        PC2442        PC2459        PC2467        PC2471        PC2480 
## -2.857123e-04 -2.311040e-04  2.673732e-04  2.129785e-04 -5.956122e-04  5.771255e-04  1.796403e-04 -9.260536e-05 
##        PC2484        PC2485        PC2492        PC2493        PC2498        PC2507        PC2508        PC2533 
##  9.166484e-06  3.171511e-04 -2.086613e-04 -1.238400e-04  3.516304e-04  1.291682e-04 -1.527140e-04  3.505009e-04 
##        PC2537        PC2540        PC2543        PC2546        PC2549        PC2565        PC2585        PC2615 
## -2.456860e-04  5.216237e-04  9.984303e-05 -5.207241e-05  2.932868e-04  1.566493e-04  2.299774e-04 -7.360147e-05 
##        PC2620        PC2627        PC2637        PC2648        PC2649        PC2655        PC2658        PC2663 
##  2.219875e-04  2.968194e-04  4.225532e-04 -2.821413e-04 -2.491468e-04  1.691699e-05 -1.649787e-04  5.957875e-05 
##        PC2665        PC2666        PC2682        PC2684        PC2690        PC2698        PC2708        PC2709 
##  3.101103e-04  1.130118e-04  3.128307e-04 -2.886825e-04  2.200899e-04 -2.830584e-04 -8.948270e-05  1.481246e-04 
##        PC2729        PC2732        PC2740        PC2741        PC2754        PC2760        PC2761        PC2762 
##  4.811964e-05  7.501559e-05 -1.935261e-04 -1.351017e-04 -3.597129e-04  8.848501e-05 -1.716550e-04 -1.254755e-04 
##        PC2770        PC2776        PC2787        PC2792        PC2801        PC2804        PC2825        PC2834 
##  1.516260e-04  2.420553e-04  1.566090e-04  1.735616e-04  1.109370e-04 -5.549005e-05  9.212545e-05 -4.282020e-04 
##        PC2849        PC2861        PC2869        PC2870        PC2872        PC2878        PC2891        PC2907 
## -6.561037e-05 -3.110874e-04 -2.442242e-05  1.186421e-04 -2.321937e-04 -1.673089e-05 -1.708400e-04 -1.797756e-04 
##        PC2949        PC2950        PC2967        PC2990        PC2995        PC3018        PC3024        PC3031 
##  3.602486e-04  8.330850e-05 -2.663813e-04 -1.388671e-04 -1.371141e-04  3.820758e-05 -1.866360e-04 -4.743048e-04 
##        PC3038        PC3043        PC3063        PC3073        PC3077        PC3089        PC3102        PC3117 
## -2.876281e-04  1.500703e-04 -1.548174e-05  3.138374e-05 -1.839799e-04  4.472316e-06 -1.082999e-05 -5.004485e-04 
##        PC3125        PC3142        PC3145        PC3159        PC3182        PC3184        PC3192        PC3195 
##  1.668889e-04 -9.162979e-05 -2.319169e-04 -1.702898e-04  4.599991e-05  1.922012e-05  6.412433e-05  3.521664e-04 
##        PC3199        PC3201        PC3212        PC3213        PC3244        PC3253        PC3254        PC3255 
## -7.241430e-06 -1.170928e-04 -6.530833e-04 -5.214189e-05 -3.388359e-05 -5.965199e-05  1.664114e-04 -4.157343e-05 
##        PC3257        PC3265        PC3269        PC3279        PC3293        PC3297        PC3308        PC3317 
##  1.333047e-04 -7.669083e-05 -3.149947e-06  3.486666e-04  3.849676e-04 -5.753279e-04  1.755705e-05 -2.842433e-06 
##        PC3335        PC3336        PC3340        PC3355        PC3377        PC3382        PC3392        PC3405 
## -4.582584e-04  3.551135e-05  4.982042e-05 -1.968722e-04  7.692551e-06 -2.859325e-04  1.317439e-04 -3.486875e-04 
##        PC3418        PC3430        PC3445        PC3453        PC3463        PC3479        PC3486        PC3509 
##  3.712201e-04  5.918837e-05 -2.631117e-04  3.957675e-04 -4.367568e-04 -3.287558e-05  3.638935e-04  1.171687e-04 
##        PC3514        PC3516        PC3522        PC3525        PC3544        PC3551        PC3573        PC3575 
## -1.543326e-04 -2.846934e-04 -2.087439e-04 -3.002310e-05 -3.623501e-04 -4.869612e-05  1.282451e-04 -1.431771e-04 
##        PC3577        PC3609        PC3615        PC3630        PC3634        PC3646        PC3658        PC3670 
## -2.103570e-04 -1.706961e-04 -1.280467e-04  2.275198e-04 -2.007820e-05 -9.940048e-05  3.255053e-05  2.918266e-04 
##        PC3689        PC3690        PC3695        PC3698        PC3731        PC3733        PC3736        PC3748 
## -4.012655e-04  4.242719e-05 -1.318126e-04 -1.361490e-04 -5.130660e-05 -1.181268e-04  3.796784e-04  1.794698e-04 
##        PC3749        PC3772        PC3786        PC3801        PC3805        PC3816        PC3819        PC3825 
##  1.287536e-06 -2.688319e-05  9.674368e-05 -1.334510e-04 -4.475987e-04 -6.239919e-04 -6.951201e-07  1.576650e-04 
##        PC3834 
##  2.226374e-04

Test

if (algo.LARS.caret == TRUE){
  test.model(model.LARS.caret, data.test
             ,method = 'lars',subopt = NULL
             ,formula = formula, feature.names = feature.names, label.names = label.names
             ,draw.limits = TRUE, transformation = t)
}
## [1] "Summary of predicted values: "
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   2.059   2.088   2.097   2.097   2.107   2.140 
## [1] "lars  Test MSE: 0.00109021245451466"
## [1] "lars  Test RMSE: 0.0330183654125194"
## [1] "lars  Test MSE (Org Scale): 98.2589768402301"
## [1] "lars  Test RMSE (Org Scale): 9.91256661214592"

Session Info

sessionInfo()
## R version 3.5.2 (2018-12-20)
## Platform: x86_64-w64-mingw32/x64 (64-bit)
## Running under: Windows Server 2008 R2 x64 (build 7601) Service Pack 1
## 
## Matrix products: default
## 
## locale:
## [1] LC_COLLATE=English_United States.1252  LC_CTYPE=English_United States.1252    LC_MONETARY=English_United States.1252
## [4] LC_NUMERIC=C                           LC_TIME=English_United States.1252    
## 
## attached base packages:
## [1] parallel  stats     graphics  grDevices utils     datasets  methods   base     
## 
## other attached packages:
##  [1] knitr_1.20                 htmltools_0.3.6            reshape2_1.4.3             lars_1.2                  
##  [5] doParallel_1.0.11          iterators_1.0.9            caret_6.0-81               leaps_3.0                 
##  [9] ggforce_0.2.1              rlist_0.4.6.1              car_3.0-2                  carData_3.0-2             
## [13] bestNormalize_1.3.0        scales_1.0.0               onewaytests_2.0            caTools_1.17.1.1          
## [17] mosaic_1.5.0               mosaicData_0.17.0          ggformula_0.9.1            ggstance_0.3.1            
## [21] lattice_0.20-38            DT_0.4                     ggiraphExtra_0.2.9         ggiraph_0.6.0             
## [25] investr_1.4.0              glmnet_2.0-16              foreach_1.4.4              Matrix_1.2-15             
## [29] MASS_7.3-51.1              PerformanceAnalytics_1.5.2 xts_0.10-2                 zoo_1.8-2                 
## [33] forcats_0.3.0              stringr_1.3.1              dplyr_0.8.0.1              purrr_0.2.5               
## [37] readr_1.1.1                tidyr_0.8.1                tibble_2.1.1               ggplot2_3.1.0             
## [41] tidyverse_1.2.1            usdm_1.1-18                raster_2.8-19              sp_1.3-1                  
## [45] pacman_0.5.1              
## 
## loaded via a namespace (and not attached):
##  [1] readxl_1.1.0       backports_1.1.2    plyr_1.8.4         lazyeval_0.2.1     splines_3.5.2      mycor_0.1.1       
##  [7] crosstalk_1.0.0    leaflet_2.0.2      digest_0.6.15      magrittr_1.5       mosaicCore_0.6.0   openxlsx_4.1.0    
## [13] recipes_0.1.4      modelr_0.1.2       gower_0.1.2        colorspace_1.3-2   rvest_0.3.2        ggrepel_0.8.0     
## [19] haven_1.1.2        crayon_1.3.4       jsonlite_1.5       survival_2.43-3    glue_1.3.1         polyclip_1.10-0   
## [25] registry_0.5-1     gtable_0.2.0       ppcor_1.1          ipred_0.9-6        sjmisc_2.7.9       abind_1.4-5       
## [31] rngtools_1.3.1     bibtex_0.4.2       Rcpp_1.0.1         xtable_1.8-2       foreign_0.8-71     stats4_3.5.2      
## [37] lava_1.6.2         prodlim_2018.04.18 htmlwidgets_1.2    httr_1.3.1         RColorBrewer_1.1-2 pkgconfig_2.0.2   
## [43] farver_1.1.0       nnet_7.3-12        labeling_0.3       tidyselect_0.2.5   rlang_0.3.1        later_0.7.3       
## [49] munsell_0.5.0      cellranger_1.1.0   tools_3.5.2        cli_1.0.1          generics_0.0.2     moments_0.14      
## [55] sjlabelled_1.0.17  broom_0.4.5        evaluate_0.10.1    ggdendro_0.1-20    yaml_2.1.19        ModelMetrics_1.1.0
## [61] zip_2.0.1          nlme_3.1-137       doRNG_1.7.1        mime_0.5           xml2_1.2.0         compiler_3.5.2    
## [67] rstudioapi_0.7     curl_3.2           tweenr_1.0.1       stringi_1.2.3      highr_0.7          gdtools_0.1.7     
## [73] psych_1.8.4        pillar_1.3.1       data.table_1.11.4  bitops_1.0-6       insight_0.1.2      httpuv_1.4.4.2    
## [79] R6_2.2.2           promises_1.0.1     gridExtra_2.3      rio_0.5.16         codetools_0.2-15   assertthat_0.2.0  
## [85] pkgmaker_0.27      rprojroot_1.3-2    withr_2.1.2        nortest_1.0-4      mnormt_1.5-5       mgcv_1.8-26       
## [91] hms_0.4.2          quadprog_1.5-5     grid_3.5.2         rpart_4.1-13       timeDate_3043.102  class_7.3-14      
## [97] rmarkdown_1.10     shiny_1.1.0        lubridate_1.7.4